{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Вариант 5(Задача 1)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Для заданного набора данных проведите корреляционный анализ. В случае наличия пропусков в данных удалите строки или колонки, содержащие пропуски. Сделайте выводы о возможности построения моделей машинного обучения и о возможном вкладе признаков в модель."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Описание датасета"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Набор данных содержит несколько параметров, которые считаются важными при подаче заявки на магистерские программы.\n",
    "Параметры:\n",
    "\n",
    "GRE Scores ( out of 340 )\n",
    "TOEFL Scores ( out of 120 )\n",
    "University Rating ( out of 5 )\n",
    "Statement of Purpose and Letter of Recommendation Strength ( out of 5 )\n",
    "Undergraduate GPA ( out of 10 )\n",
    "Research Experience ( either 0 or 1 )\n",
    "Chance of Admit ( ranging from 0 to 1 )\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Serial No.</th>\n",
       "      <th>GRE Score</th>\n",
       "      <th>TOEFL Score</th>\n",
       "      <th>University Rating</th>\n",
       "      <th>SOP</th>\n",
       "      <th>LOR</th>\n",
       "      <th>CGPA</th>\n",
       "      <th>Research</th>\n",
       "      <th>Chance of Admit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>337</td>\n",
       "      <td>118</td>\n",
       "      <td>4</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.50</td>\n",
       "      <td>9.65</td>\n",
       "      <td>1</td>\n",
       "      <td>0.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>324</td>\n",
       "      <td>107</td>\n",
       "      <td>4</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.50</td>\n",
       "      <td>8.87</td>\n",
       "      <td>1</td>\n",
       "      <td>0.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>316</td>\n",
       "      <td>104</td>\n",
       "      <td>3</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.50</td>\n",
       "      <td>8.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>322</td>\n",
       "      <td>110</td>\n",
       "      <td>3</td>\n",
       "      <td>3.50</td>\n",
       "      <td>2.50</td>\n",
       "      <td>8.67</td>\n",
       "      <td>1</td>\n",
       "      <td>0.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>314</td>\n",
       "      <td>103</td>\n",
       "      <td>2</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>8.21</td>\n",
       "      <td>0</td>\n",
       "      <td>0.65</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Serial No.  GRE Score  TOEFL Score  University Rating  SOP  LOR   CGPA  \\\n",
       "0           1        337          118                  4 4.50  4.50  9.65   \n",
       "1           2        324          107                  4 4.00  4.50  8.87   \n",
       "2           3        316          104                  3 3.00  3.50  8.00   \n",
       "3           4        322          110                  3 3.50  2.50  8.67   \n",
       "4           5        314          103                  2 2.00  3.00  8.21   \n",
       "\n",
       "   Research  Chance of Admit   \n",
       "0         1              0.92  \n",
       "1         1              0.76  \n",
       "2         1              0.72  \n",
       "3         1              0.80  \n",
       "4         0              0.65  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "filename = '/Users/kovalenkov/Documents/Бауманка/3 курс/6 семестр/ТМО/Machine_learning_technologies/Admission_Predict.csv'\n",
    "ds = pd.read_csv(filename)\n",
    "\n",
    "pd.set_option('display.max_colwidth', None)\n",
    "pd.set_option('display.float_format', '{:.2f}'.format)\n",
    "ds = pd.DataFrame(ds)\n",
    "ds.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(400, 9)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# размер датасета\n",
    "ds.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Serial No. - 0\n",
      "GRE Score - 0\n",
      "TOEFL Score - 0\n",
      "University Rating - 0\n",
      "SOP - 0\n",
      "LOR  - 0\n",
      "CGPA - 0\n",
      "Research - 0\n",
      "Chance of Admit  - 0\n"
     ]
    }
   ],
   "source": [
    "# проверим наличие пустых значений\n",
    "for col in ds.columns:\n",
    "    temp_null_count = ds[ds[col].isnull()].shape[0]\n",
    "    print('{} - {}'.format(col, temp_null_count))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Датасет не имеет пустых значений"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Serial No.</th>\n",
       "      <th>GRE Score</th>\n",
       "      <th>TOEFL Score</th>\n",
       "      <th>University Rating</th>\n",
       "      <th>SOP</th>\n",
       "      <th>LOR</th>\n",
       "      <th>CGPA</th>\n",
       "      <th>Research</th>\n",
       "      <th>Chance of Admit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>400.00</td>\n",
       "      <td>400.00</td>\n",
       "      <td>400.00</td>\n",
       "      <td>400.00</td>\n",
       "      <td>400.00</td>\n",
       "      <td>400.00</td>\n",
       "      <td>400.00</td>\n",
       "      <td>400.00</td>\n",
       "      <td>400.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>200.50</td>\n",
       "      <td>316.81</td>\n",
       "      <td>107.41</td>\n",
       "      <td>3.09</td>\n",
       "      <td>3.40</td>\n",
       "      <td>3.45</td>\n",
       "      <td>8.60</td>\n",
       "      <td>0.55</td>\n",
       "      <td>0.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>115.61</td>\n",
       "      <td>11.47</td>\n",
       "      <td>6.07</td>\n",
       "      <td>1.14</td>\n",
       "      <td>1.01</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.60</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.00</td>\n",
       "      <td>290.00</td>\n",
       "      <td>92.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>6.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>100.75</td>\n",
       "      <td>308.00</td>\n",
       "      <td>103.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.50</td>\n",
       "      <td>3.00</td>\n",
       "      <td>8.17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>200.50</td>\n",
       "      <td>317.00</td>\n",
       "      <td>107.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.50</td>\n",
       "      <td>3.50</td>\n",
       "      <td>8.61</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>300.25</td>\n",
       "      <td>325.00</td>\n",
       "      <td>112.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>9.06</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>400.00</td>\n",
       "      <td>340.00</td>\n",
       "      <td>120.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>9.92</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.97</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Serial No.  GRE Score  TOEFL Score  University Rating    SOP   LOR   \\\n",
       "count      400.00     400.00       400.00             400.00 400.00 400.00   \n",
       "mean       200.50     316.81       107.41               3.09   3.40   3.45   \n",
       "std        115.61      11.47         6.07               1.14   1.01   0.90   \n",
       "min          1.00     290.00        92.00               1.00   1.00   1.00   \n",
       "25%        100.75     308.00       103.00               2.00   2.50   3.00   \n",
       "50%        200.50     317.00       107.00               3.00   3.50   3.50   \n",
       "75%        300.25     325.00       112.00               4.00   4.00   4.00   \n",
       "max        400.00     340.00       120.00               5.00   5.00   5.00   \n",
       "\n",
       "        CGPA  Research  Chance of Admit   \n",
       "count 400.00    400.00            400.00  \n",
       "mean    8.60      0.55              0.72  \n",
       "std     0.60      0.50              0.14  \n",
       "min     6.80      0.00              0.34  \n",
       "25%     8.17      0.00              0.64  \n",
       "50%     8.61      1.00              0.73  \n",
       "75%     9.06      1.00              0.83  \n",
       "max     9.92      1.00              0.97  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Основные статистические характеристки набора данных\n",
    "ds.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.92, 0.76, 0.72, 0.8 , 0.65, 0.9 , 0.75, 0.68, 0.5 , 0.45, 0.52,\n",
       "       0.84, 0.78, 0.62, 0.61, 0.54, 0.66, 0.63, 0.64, 0.7 , 0.94, 0.95,\n",
       "       0.97, 0.44, 0.46, 0.74, 0.91, 0.88, 0.58, 0.48, 0.49, 0.53, 0.87,\n",
       "       0.86, 0.89, 0.82, 0.56, 0.36, 0.42, 0.47, 0.55, 0.57, 0.96, 0.93,\n",
       "       0.38, 0.34, 0.79, 0.71, 0.69, 0.59, 0.85, 0.77, 0.81, 0.83, 0.67,\n",
       "       0.73, 0.6 , 0.43, 0.51, 0.39])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# уникальные значения для целевого признака\n",
    "ds['Chance of Admit '].unique()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Joinplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x126db8a30>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='TOEFL Score', y='CGPA', data=ds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x126dc7580>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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jKo1fd6WSUlAJgKWFhnG9fLn/qhC6+rq08BUKcfYkWIk2La2wkkcX7ic6rRiAKQMCeWVcd+lPJUQrYjIpbI7L48ctSbXmFo7o4smsa7rQM8C1Ba9OiLMjwUq0SYqisCQ6g5eXHKFMZ8DFzop3b+nFdT19W/rShBCNOJRewrebE1hxKIsTE3XG9vBh1jVhdJah0OISIMFKtDnZJVpe+PsQ62JyAejXsR2fTo6Qug0hLiHJ+RV8vi6Ov6MzUBSw0MCEyACeGNVZtvFFqybBSrQZiqLw+5403lp2jDKdARtLCx69OpQHh4dgJT1zhLgkxeaU8dHq46w6kgOAtaWGyf078NjIzng6y/gc0fpIsBJtwtHMUl7/7wg7EwsBiAh044Nbe8nWgRBtxIG0Yj5cfZwtcWoNlqONJfcNC+HeYcHSpkG0KhKsxCWtoFzHh6tj+X1PKiYF7KwteHp0F2YMCcbSQnpTCdHW7Ego4N2VMRyoOZDi5WzLrGvCuK1foPw/L1oFCVbiklShMzBvZwpfbYinTGsA4IZevjw3NlxqqYRo4xRF4b+DWby/Koa0wioAwrydeH5sV4Z38ZSGv6JFSbASl5RynYG5O5L5cUsShRXVgNq5+ZVx3ekf5N7CVyeEuJh0BiPzdqTwxfp4Sqr0AAwO8eB/13Wlh7+0aBAtQ4KVuCTklmpZsDuVOduTKa5Uf4AGeTjw6NWdmRDpj4VsAQhx2Sqp1PP1xnh+3p5s7uQ+IdKfp0aHyQq2uOgkWIlWS1EUdiUVMm9nCqsOZ2OoaWrTydORR68OZVwvPzntJ4QwSy+q5MNVx1kSnQmAjZUFMwYH8dCIUFztrVv46sTlQoKVaHWS8iv4NzqTfw9kkJBXYb69X8d2TBscxHU9faVIVQjRoEPpJby9/Bg7EgsAcHOw5r5hnbhrUBBOtnKCUFxYEqxEi1MUhbjccjbE5PLfwSwOZZSY77O3tmR8pB93XhFENz+ZGyaEaBpFUdhwPJd3lscQl1sOqAHr7iHBTBscJCtY4oKRYCVaRFFFNbuTC9kcm8fG43lkFFeZ77O00DAktD039vZjdHdvXOzkB6AQ4twYjCb+PZDJlxviSaxZAXe2s+L2AR2YekVH6eIump0EK3HBGU0KSfnlHMooYW9yEXuSC4nNKa/1GFsrCwaFeDCyqzfX9fDBw0k6Kgshmo/RpLDsUBZfrIszr2BZaGBUV2+mDwliUCcPadMgmoUEK9GstHoj8bnlHM0q5UhGCYczSzmaWUqV3ljnsaFeTgzq5MHV4V5c0ckDexvLFrhiIcTlxGRSWB+Ty5ztyWyNzzff3tHDgZsi/Bkf4UcnT6cWvEJxqZNgJc6ayaSQV64jpaCShLxyEnLLic8rJz63nIziKur7E2VvbUk3PxciAt3oH+RO/6B2siolhGhRcTll/LIjmb/2ZVBZffIvf70DXLm2hy/Du3gS7uMsK1nirEiwEnUoikJplYHMkirSCitJLawkrbCStKIq83/ranrF1MfNwZquPi708Hehh78r3f1cCW7vKCf5hBCtUoXOwJqjOSyJzmBLXD5G08mPRR8XO64K82RQiAcRgW509HCQoCUaJcHqMmIyKZRq9RRUVFNUUU1+uY7sEi3ZpTqyS6rILtWSU6ojq6QKrb7h4ARqgbmfmx2d2jsR4ulEqJf6T4ino6xECSEuWXllOlYezmLD8Ty2J+TX+VnYzsGaiEA3uvu5EuLlSIinE508naSNgzCTYNWKmUwK1UYTOoOJaoMJvVH9d3XNv6v0Rsp1Bsq1Bsp1Bip0Bsq06r/LdQY1RJVXU1RZTWFFNUWV+lp/EzuTdg7WBLo7EOjuQIfT/vF1tZPmnEKINk2rN7I7ST29HJVaxJGMUqqN9f+ls72TDT6udvi42OPrakd7J1tc7K1wtbfG1d4al5p/O9paYWNpga21hfpvKwtZAWtjJFjVQ1EUysrKmvz4lYez+HFrEoqiPtekKJhq/ltRMP/aVPNr5ZT71Zxz8n6TomAwKegNirnTeHNzsrXEzcEGd0cbvF1s8XK2w9vFFm8XO7yd7fByVW+zs5ZiciGEOEFnMHI8u4xD6cXE51WQlFdBUn4FBTVzS8+VtaUGGys1aFlbarC0sMDCAt4a35N+ZzkD1dlZasJamgSrepSWluLqKgM8hRBCXFpKSkpwcZFmyi1JglU9znbFqjUqLS0lMDCQtLS0NvE/mbyf1q0tvZ+29F5A3k9r19zvR1asWp5U29VDo9G0if9hAVxcXNrMewF5P61dW3o/bem9gLyf1q6tvZ/LmVQfCyGEEEI0EwlWQgghhBDNRIJVG2Vra8srr7yCrW3b6Ckl76d1a0vvpy29F5D309q1tfcjpHhdCCGEEKLZyIqVEEIIIUQzkWAlhBBCCNFMJFgJIYQQQjQTCVZCCCGEEM1EgpUQQgghRDORYCWEEEII0UwkWAkhhBBCNBMJVvVQFIXS0lKkxZcQQoi2Tj7zmpcEq3qUlZXh6upKWVlZS1+KEEIIcUHJZ17zkmAlhBBCCNFMJFgJIYQQQjQTCVZCCCGEEM2kRYPV5s2bGTduHH5+fmg0GpYsWVLrfkVRePnll/H19cXe3p5Ro0YRFxfX6Gu++uqraDSaWv+Eh4dfwHchhBBCCKFq0WBVUVFB7969+eqrr+q9//333+fzzz/n22+/ZdeuXTg6OjJmzBi0Wm2jr9u9e3eysrLM/2zduvVCXL4QQgghRC1WLfnFx44dy9ixY+u9T1EUPv30U1588UVuuukmAObOnYu3tzdLlixh8uTJDb6ulZUVPj4+F+SahRBCCCEa0mprrJKSksjOzmbUqFHm21xdXRk4cCA7duxo9LlxcXH4+fnRqVMn7rjjDlJTUxt9vE6no7S0tNY/QgghRFskn3kXVqsNVtnZ2QB4e3vXut3b29t8X30GDhzInDlzWLlyJd988w1JSUlceeWVjfbneOedd3B1dTX/ExgY2DxvQgghhGhl5DPvwmq1wepcjR07lttuu41evXoxZswYli9fTnFxMYsWLWrwOc8//zwlJSXmf9LS0i7iFQshhBAXj3zmXVgtWmPVmBM1Ujk5Ofj6+ppvz8nJISIiosmv4+bmRlhYGPHx8Q0+xtbWFltb23O+ViGEEOJSIZ95F1arXbEKDg7Gx8eHdevWmW8rLS1l165dDBo0qMmvU15eTkJCQq1wJoQQQghxIbRosCovLyc6Opro6GhALViPjo4mNTUVjUbDE088wZtvvsm///7LoUOHuOuuu/Dz82P8+PHm1xg5ciRffvml+ddPP/00mzZtIjk5me3btzNhwgQsLS2ZMmXKRX53QgghhLjctOhW4N69exkxYoT517NmzQJg2rRpzJkzh2effZaKigruu+8+iouLGTp0KCtXrsTOzs78nISEBPLz882/Tk9PZ8qUKRQUFODp6cnQoUPZuXMnnp6eF++NCSGEEOKypFEURWnpi2htSktLcXV1paSkBBcXl5a+HCGEEOKCkc+85tVqa6yEEEIIIS41EqyEEEIIIZqJBCshhBBCiGYiwUoIIYQQoplIsBJCCCGEaCYSrIQQQgghmokEKyGEEEKIZiLBSgghhBCimUiwEkIIIYRoJhKshBBCCCGaiQQrIYQQQohmIsFKCCGEEKKZSLASQgghhGgmEqyEEEIIgaIoLX0JbYIEKyGEEEJQUW1s6UtoEyRYCSGEEIJyrb6lL6FNkGAlhBBCCMq0hpa+hDZBgpUQQgghKJUVq2YhwUoIIYQQlOtkxao5SLASQgghBGVVEqyagwQrIYQQQlBQoWvpS2gTJFgJIYQQgrzy6pa+hDZBgpUQQgghyC3VtvQltAkSrIQQQghBbqlsBTYHCVZCCCGEIKO4qqUvoU2QYCWEEEIIsku1aPUy1uZ8SbASQgghBIoCaYWVLX0Zlzyrlr4AIYQQ4mLRG03E5ZRzKKOY5IJKsku0lGkNWFlocLS1opufCxGBrkQGtsPCQtPSl3vRJeVX0NnbuaUv45ImwUoIIUSblpBXzvpjuWxPyGd3UiEV1Q1vdy3ep/67k6cjr93YnSs7e16kq2wdYnPKGN3dp6Uv45ImwUoIIUSbk1JQwd/7M1h6IJOEvIpa9znbWdHT35XOXk74utnjam+NwaRQVFHNoYwSdiYWkJhXwZ0/7eah4SE8e214C72Li+9QRklLX8IlT4KVEEKINqFCZ2Dl4WwW7U1jV1Kh+XYrCw2DQjy4KsyTQSEedPVxaXSbr0yr5+M1sfy8LZmvNybQ3smWu4cGX4y30OIOZ5S29CVc8iRYCSGEuKTFZJcyf2cKS/ZnmgcJW2hgSGh7JkT6M6qbNy521k1+PWc7a14Z1x1vFzveXRHD+6tiGNfbD09n2wv1FlqNjOIqCiuqcXe0aelLuWRJsBJCCHHJMZoUNh7P5edtyWyNzzffHuThwC19Ari1XwC+rvbn9TXuH9aJlYeziU4r5rtNCbx4Q7fzvexWLai9A6llEJVSxDXdvFv6ci5ZEqyEEEJcMkqq9Py2O5V5O1NIL1IbWlpo4NoePkwd2JFBIR5oNM1zmk+j0fD4yM7MmLOHP6LS+d91Xdv0ScH+Qe6kHipkR0KBBKvzIMFKCCFEq5dRXMWcbUks3J1m3u5ztbdmYr8A7hoURKC7wwX5ukM7t8fe2pKSKj0JeeVtuhXBwGB3Fh8qZHtC/pkfLBokwUoIIUSrpCgKu5MK+XlbMquPZmNS1NvDvJ24e0gwN0X4Y29jeUGvwdrSgt6BruxMLGR/anGbDlb9g9wBiMkukzqr8yDBSgghRKtSbTCx/FAWP25NrHVKbVAnD+4b1onhXTybbbuvKTp5OrEzsbDNz9LzcLKli7czx3PK2BKXx00R/i19SZckCVZCCCFahYziKn7fncrCPWnklekAsLO24OY+AUwfHERYC60WeTvbAZBTqm2Rr38xjermxfGcMlYdyZZgdY5adFbg5s2bGTduHH5+fmg0GpYsWVLrfkVRePnll/H19cXe3p5Ro0YRFxd3xtf96quvCAoKws7OjoEDB7J79+4L9A6EEEKcD1PN6b6Zv+zhyvfW8/n6ePLKdHg52/L06DC2PzeStyf0bLFQBeBqr65BnKjtasvG1HRd3xCTJwOZz1GLBquKigp69+7NV199Ve/977//Pp9//jnffvstu3btwtHRkTFjxqDVNvy3ht9//51Zs2bxyiuvsG/fPnr37s2YMWPIzc29UG9DCCHEWUrKr+CTNbEM/3Aj03/ew9pjuZgUdbvvy9sj2fbc1TxydedWUedjY6XWcekMpha+kguvp78rfq52VOmNbImTIvZz0aJbgWPHjmXs2LH13qcoCp9++ikvvvgiN910EwBz587F29ubJUuWMHny5Hqf9/HHH3PvvfcyY8YMAL799luWLVvG7Nmzee655y7MGxFCCHFGOaVa/juYxb/RGRxIPzk6xdnWilv6BjD1ig6EerW+4vATHRZMJ6rn2zCNRsOYHj78vC2ZZQczpe3COWi1NVZJSUlkZ2czatQo822urq4MHDiQHTt21BusqquriYqK4vnnnzffZmFhwahRo9ixY0eDX0un06HT6cy/Li2Vlv5CCHG+FEUhMb+CDTG5rDmaw+7kQpSabGJpoeHKzu0ZH+HP6O7eONi02o8jDDWBysqybfSwOtNn3o29/fh5WzIrj2RTqtWfVdd60YqDVXZ2NgDe3rXTsre3t/m+0+Xn52M0Gut9TkxMTINf65133uG11147zysWQghRoTOwM7GATbF5bDyeR2phZa37+3Zsx00RflzX05f2TpfGiBi9Ud0CtLJs0eqZZnOmz7yIQDdCvZyIzy1n2cEspgzocBGv7tLXaoPVxfT8888za9Ys869LS0sJDAxswSsSQohLg1Zv5GB6CbsSC9iWkE9UShF648ktM2tLDQODPRgR7sW1PXzwdzu/MTMtobJaLeJ2sL6wPbMuljN95mk0Gm7tG8C7K2L4MypdgtVZarXBysdHPZmQk5ODr6+v+facnBwiIiLqfU779u2xtLQkJyen1u05OTnm16uPra0ttraXxt+chBCiJZVU6dmXWsTe5EL2JBURnV5M9WlF3YHu9gzr7MnwLl4MCvHAybbVftQ0SVVNsLrQzUgvlqZ85t0c6c8Hq44TlVJEfG5Zq6x9a61a7Z/24OBgfHx8WLdunTlIlZaWsmvXLh588MF6n2NjY0Pfvn1Zt24d48ePB8BkMrFu3ToeeeSRi3TlQgjRNuiNJhLzKjiYXsy+1GL2pRQRm1tmrpM6ob2TLQOD3bkixIOhoe0J8nC44A08qw0mDmWUkJBXTlphJZXVRuysLWjvZMvIcG86eDTfiJsTbRac7VrtR2az83Kx4+pwL9YczeGX7Sm8Mb5HS1/SJaNF/5SUl5cTHx9v/nVSUhLR0dG4u7vToUMHnnjiCd588006d+5McHAwL730En5+fubQBDBy5EgmTJhgDk6zZs1i2rRp9OvXjwEDBvDpp59SUVFhPiUohBBtmcmkUF1TE2RpocHKQtNoyKk2mCio0JFTqiOtsJLUwkric8uJzSkjLre8zmoUQJCHA/2C3Okf1I4BwR4XJUgBZJdoWX00m9VHctibUohWX3/7g9eWHuXKzu15a3zPZglYZVo1WDle4itvZ2v64CDWHM1h8b50nrm2ixSxN1GL/inZu3cvI0aMMP/6xJ7vtGnTmDNnDs8++ywVFRXcd999FBcXM3ToUFauXImdnZ35OQkJCeTnn+y1MWnSJPLy8nj55ZfJzs4mIiKClStX1iloF0KIS1VVtZGolCIOZZQQm1NGUn4FuaVa8iuq6wQhjQbsrCyxsbLAxsoCKwsNigIGk4kKnZGqMzSBdLK1opuvC5Ed3Ijs4Ebfju54Ol+80gmt3siKw1n8sTed7QkFte5zd7Shu58Lge4OONtZodObiMstY3tCAVvi8rntu+38OnPgeW9jlWn1AJddsBgc4kFnLyficsv5c286dw8NbulLuiRoFOX0RV1RWlqKq6srJSUluLi4tPTlCCEEGcVVrDyczaoj2exLKTK3AGgOVhYa2jvZEuhuT2A7B0K8nAj1cqKLtzMd3B2wsLj4bQYyiquYtyOF3/ekUlSpBhuNBvp2aMeY7j4M7+JJqJdTvStlKQUV3Dt3L7E55Xg627J21lW42p97KJr8/Q52Jhby+ZRIbuztd86v01o19pk3b2cKLy05TEcPB9Y/NRzLFvizcKm5vNY1hRDiEqI3mlhxOJvf96SyLb72ao2vqx39gtwJ93EmxNMRbxc72jvZ4mBjia21JYqiYDKBzmhEpzehM5ioNpgwmhQ0GnWb0MnWCkdbK9zsrVskPNUnJruUbzcmsPRgFsaa8OjvZs/EfoHc0tefgHZn3trr6OHIb/cN4pZvtpOUX8FPWxKZNbrLOV9TSZW6FXg+4exSdXOkPx+uOk5KQSUrDmdxQ6+2FyybmwQrIYRoZSp0BhbuTmX21iQyS9QRXhoN9A9yZ2wPH0aGexPobt/EuqZLIwwcSCvmqw3xrD568lT3oE4ezBgSxMiu3me9UuLuaMOsa8J4dOF+Fu1N54lRYeccHksqqwFwuwyDlaOtFdMHB/HZuji+3pDA9T19L0o93aVMgpUQQrQSWr2RX3el8vWGeAoq1A/z9k623D6wA7f1DSDQvflOurUWh9JL+GRtLOtj1HmuGg1c18OXB64KoWeA63m99uju3thbW5JdqiUxv/yca62Kq9StSDeHyy9YgVrE/sOWRI5mlbIpNo/hXbxa+pJaNQlWQgjRwhRFYdWRHN5afpS0wioAOno48OBVIYyP9MeujTSmPNXx7DI+WRPLyiPqJA0LDYyP9Oeh4SHN1jPJ1sqS7n4u7K0p9D+X19XqjeYGoa1hIHRLaOdow5QBHfhpaxJfb0iQYHUGEqyEEKIFpRZU8sKSQ2yJU083+7jY8cSoztzSNwDrNjJC5VQpBRV8vCaWfw9koijqCtX4CH8eG9mZ4PaOzf71wn2d2ZtSREJuxTk9/8TKobWl5pJvdHo+7r2yE3N3JLM7uZC9yYX0C3Jv6UtqtS7fPyVCCNGCjCaFn7cl8eHq42j1JmysLLh/WCceHB7SqgcSn6vcMi1fro9nwa5U84nG63r68MSoMMK8L1xXb08ntT3PiYB0tvLKdDWvY3tZ1xb5uNpxS58AftuTxtcbE5g9XYJVQ9re/71CCNHKpRdVMmvRAXYnFQJqkfY7N/ck6AKs2LS0kio9325K4OdtSeaGnleFefLMmC708D+/GqqmaOeo1kUVV55fsGp/EXt3tVb3XxXCor1prI/J5WhmKd38pB1RfSRYCSHERbTiUBbP/nmQMp0BBxtLXrqhG5P7B7a51RCt3si8HSl8uSGekpri78gObjwzpguDQ9pftOs4sZ166mDos5Fdqp7K9HK2O8Mj277g9o5c19OX/w5m8c2mBL6YEtnSl9QqSbASQoiLoNpg4u3lx5izPRlQQ8ankyLo6NG2Vqn0RhO/7Unjy/Vx5JSqqz2dvZx49tpwRnX1uugB0rLm65nOsRd2Tk27Cx9XWbECeHB4CP8dzGLZwUyeuiasTa6yni8JVkIIcYHll+t4aP4+dierW3/3X9WJp0d3aVPF6SaTwtKDmXy8JpaUgkpAbez5+Ei1EL+lOnbrTer2o7XluX39tCL1vQQ2oTHp5aC7nysjuniy4Xge321O4J2be7X0JbU6EqyEEOICOpZVysxf9pJRXIWzrRUfT4rgmm5tZ3apyaSw7FAWX6yPIzanHFB7bz16dSiTBwRia3V2rSIKynWkFlZSUqVHo9HQw88FD6dzXy3S1dR12ZzldZxwIiR2aIM9xM7VQyNC2XA8j8VRGTwxKgxvF9kmPZUEKyGEuEA2x+bx0K/7KNcZCG7vyA939SPUy6mlL6tZmEwKq49m88maOI7nlAHgbGfFfVd24u6hwTg2sTVBZbWBzbF5rD6aw57kQnMfr1MFt3fkqdFh5zROpUKnjqNxsj37YKUoCgm5aliULa+T+ge50z+oHXuSi/hxSyIvXN+tpS+pVZFgJYQQF8DiqHT+b/FBDCaFKzq5893Ufri2gc7dBqOJ/w5m8e2mBGKyTwaqe4YGM2NIcJPm6SmKQnRaMQt3p7L0QBZVemOt+/1c7XB1sEGnN5KYX0FSfgWPLNhPVEoRr4zrflbXW6rV11zj2X/vs0u1lOkMWFpo6OQpwepUDw0PZcacPSzYlcrDI0Jxc7g8m6fWR4KVEEI0s9lbk3j9v6MA3BThx/u39jrrLbHWRmcw8mdUOt9uSjCvKjnZWjFjSBAzh3ZqUmjUG00sP5TF7K1JHEgvMd8e0M6eMd19uCrMk96BbrXCWalWz49bkvhifRw/b0umV4ArEyIDmnzdRZVqsDqXAcpHM0sBdcXsUv/9a27Du3jS1deFY1mlzN2RwmMjO7f0JbUaEqyEEKIZfbEujo/WxAJwz9BgXry+6yXdSqGoopoFu1P5ZXsyuTU9ndwdbbh7SBB3XhHUpECl1auh7LvNJ0OZjZUFN/Ty5fYBHejbsV2D3yMXO2tmXROGhQY+XRvHR6tjGdfLD6smFv4XlJ9s8Hm2DtaEv17nObOwLdJoNDw4PITHFu7n521JzLwyuE02tj0X8l0QQohm8vm6OD6uCVWzrgnj0atDL9lQFZ9bzuxtSfy1L93c2NPX1Y77hnVicv8O2NuceQVHZzDy+540vt6QYO4H1d7JhrsGBXHHwA5nVZR+/7AQZm9NIr2oioMZJfTp0K5JzzsRBj2czn6ran9aMQC9A9zO+rmXg+t6+PChuwOphZX8tjuNu4cGt/QltQoSrIQQohl8uf5kqHpubDgPXBXSwld09owmhc2xeczZnsym2Dzz7d39XLhnaDA39PLDxurMK0UGo4m/9mfw2do4MorVFSpfVzvuH9aJSU0MZaezt7FkQLAHa4/lEJVc1ORglVXTh8rPzf6svp7BaCKqpj1Gf5mLVy8rSwvuv6oTL/x9mB+2JDL1io5N+vPR1kmwEkKI8zR7axIfrlZD1f9de+mFqvxyHb/vSWPh7lTSi9QgpNHANV29uWdoMAOC3Zu08qYoCquO5PDBqhgS8tShxz4udjw8IoSJ/c++9cLp+nR0Y+2xHA5nlpz5wagnDgtrZgT6uZ5dsDqYUUJFtRFXe2vCfS7cLMNL3S19Avh0bRxZJVqWRGcwsV9gS19Si5NgJYQQ52FxVLq5UP3JUWE8OPzSCFWKorA/rZj5O1L472AW1UZ1u8/V3ppb+wYwbVAQHTya3rtpT3Ihby8/xv7UYgDaOVjzwFUhTBschJ118xR++7rWDFQub9rcv+R8tQeVm4P1WZ/I3BKbD8CQUA8sWqi56aXAztqSmUODeWdFDN9uSuCWPi3XDLa1kGAlhBDnaOPxXJ5dfBCAu4cE89jI0Ba+ojMrqdSzeF86v+1JNTf0BOgd4Mqdg4K4oZfvWQWh+Nwy3l1xnLXHcgCwt7bk3iuDuXdYp3NqcdAYN3u1TqqoiQOVk/LVVbOgcxgbtC1BDVaDLuJcw0vVHVd05KsN8STmVbDmaDbX9vBt6UtqURKshBDiHBzOKOHhX/dhNCncHOnf6k//Hc4oYe6OZP49kGkuRreztuD6nn7cOagjEYFuZ/V6eWU6Pl0by2970jCaFCwtNEzsF8iTozrjdYE6cZ/49jZ17N/xbLVdQpj32TVlLdXqiUopAuCqzp5n9dzLkZOtFdMGB/HF+ni+3pjAmO4+rfr/hQtNgpUQQpyl7BIt9/yyh4pqI0NCPXj3ll6tcruoqtrI0oOZ/LozpVbfqHAfZ+4Y2IGbIv1xOctVpQqdge83J/LDlkQqq9XGnqO7efPsteEXvKv8iUHKTd1qOtHANNzH5ay+zpbYfIwmhRBPx7PaDr2cTR8cxA9bEjmYXsK2+AKGdr58V/okWAkhxFmoqjZy79y95JTqCPN24pupfVvdSajM4ip+2ZHMwl2plGrVkS7Wlhqu7eHLtEEdG+0b1RCD0cRve9L4dG0c+TW9oXoHuvHCdV0ZEHxxTs2V1bwXZ7umfXQdzlDDZFffswtWKw5nATCqDc10vNA8nGyZ3L8Dc7Yn8/XGeAlWQgghzkxRFJ5dfJBDGSW0c7Dmp2n9z3rF50JRFIUdiQXM25HC6qM5GE3q6k6guz13DOzIbX0DzmmYsaIorDiczYerj5NYc9Kvo4cDz44J57qeZ97yySqpYl9KMQl55ZRp9RhMCgOC3LkyzBOnJs4TPOHECb92jmfuSZVbqiWzRIuF5uwafGr1RtbH5AJw3WVeK3S27h3Wifk7U9ieUEB0WvFZby+3FRKshBCiiX7YksjSA5lYWWj4ZmpfAt1bfpuo2mDi3wOZ/Lgl0bz1BTCokwf3DA3m6nCvc96m3Bafz7srYjhUs/LTzsGax0d25vaBDfcrUhSFg+klLD+UxeqjOeYC8lP9vC0ZG0sLHh/VmYeGhzR59exETyov5zMHxD3Jao1UmLdzkwdCA6w9lkNltRF/N3vpuH6W/N3suSnCn8X70vl6Qzzf39WvpS+pRUiwEkKIJtieoIYMgJfHdeOKTh4tej0nRs3M3ZFMTqm6NedgY8nNffy584ogupxH76V9qUV8siaWLXHqyThHG0tmXtmJmVcGN3jSr1Sr54+96Szak8bxnJMBz9JCQ7iPM939XGjnYIPOYGJTbB5J+RV8sOo4OoOJWdeENem6UgvU9gkdmxBodyYWAJz179PSA5mAOuPxci7APlcPDu/EX/vTWX00h7icMjp7X349wCRYCSHEGeSUanls4X5MitoQ8c4rOrbYtaQVVvLjlkR+35tmPt3n7WLLjCHBTBnQ4ZyGDZ9wML2Yj9fEsvG42nXd2lLDHQM78sjVobRvYBsxtaCS2duS+GNvGhU1xex21hZc082Ha7v7MCysfb1h7OdtSby29CjfbkzgrkEdG3z9UyXkqe0hOrZvvH2CoihsjlPfw6CQpgerUq2eDTXv/fpesg14LkK9nBndzZtVR3L4ZlMCH0+MaOlLuugkWAkhRCMMRhOPLthPfnk14T7OvDWhR4usZMTmlPHdpkSWRGeY66e6+7kwY0gw43r7nldX80PpJXy+Po41R9VeVJYWGm7p48+jV3ducLvzcEYJ32xMYMXhLGouhzBvJ+4cFMSNvf3OGPBmDAnmn+hMotOKWbArlcdGdm708Vq90Rysup2hGD0pv4KUgkqsLTUMCW16EfWqw9lUG0x09nI649cQDXtoeCirjuTwT3QmT44KaxVb5heTBCshhGjEx2ti2Z1ciJOtFd9M7dtsXcSban9qEV9tSDA34AQYGtqeB4eHMDjE47xC3p7kQr5YH8/mmrmAFhoYH+nP4yM707GBppoH0or5fF0c62oKvAGGd/Fk5tBODAk9u+u5Y2AHotOKWXss54zB6khmKSYFPBxtzlhjtbomIA4M9jirAvm/9mUAsg14vnoHunFl5/Zsicvn200JvDWhZ0tf0kUlwUoIIRqwOTaPrzcmAPDuLT0JPsMWVHOKTivmkzWx5mHIGg2M6ebD/Vd1IrKJA4jro26T5fP1hnh2JalDhi0tNIzr5csjV4cS6lV/Tcy+1CI+Wxtnvh4LDYzr7ceDw0POuk/UCSfqb5oyomZvzUDkprSKWHFIbZdwbQ+fJl9LSkEFOxIL0Gjg5j4BTX6eqN/DI0LZEpfPH3vTeWxkZ7wvUNPY1kiClRBC1CO3VMuTv0cD6srKDb38LsrX3ZNcyGdr49garxaOW1pomBDpz4PDQwjxPPcGnDqDkX+iM/lpS5K5uNzG0oJb+gbw4FUhDTbCPL3uytJCw00RfjwyIpRO53E9gHm7sLgJI2pOhMB+QY2HyrTCSg6kl6hBtHvTg9Ufe9MBdTXQz+3sBjaLugYGu9M/qB17kov4fnMiL93QraUv6aKRYCWEEKcxmhQe/y2aggq1rupifCgcySzh3RUx5pN4VhYaborw57GRoQ1uyzVFcWU1v+5KZc72ZPLKTp4enNQ/kPuGdcLXtf4QcTijhE/XxrL2mLrlZ2mh4eZIfx4eEUpQM63cVdUUu9vbNP5RpNUb2ZGgnvIbGtr4iJl/otXtvMEhHng2oS0DqL/ff0apwWrKgA5Neo5onEaj4eERoUz/eQ8LdqXy8IhQ3JvQf6wtkGAlhBCn+XxdHDsSC3CwseSrO/pc0LqquJwyPlody8oj2YB6Eu/WvoE8NDzkvIp+j2WV8sv2ZJZEZ5hPD/q42DF9SFCjpwePZpby6dpYc52ShQbGR/jz2MjOzRaoTjixUuVq3/hH0e6kQqr0Rrycbenq2/DxfUVR+Gv/iTop/yZfx7b4fLJLtbjaWzOyq1eTnycad1WYJz39XTmUUcJPWxN5Zkx4S1/SRSHBSgghTrEtPp/P18cB8NaEHue1/daYnFItH6w6zuJ96SiKWkM1rpcfT4/ucs7z6YwmhTVHc/h5W5J56wzUkS4zhwYzrrdfg409j2aW8vm6OHPA02jgxt5+PDay8wX7HiTUNA/tcIYAeWLEzMiu3o3WV+1KKiQxrwIHG0vGnkV91e970wC1aP18TleK2jQaDY9cHcr986L4eVsyM4YEN6mtxqVOgpUQQtTILdXy+G/RKApM7h/IhMjmL2Iu1xn4dmMCs7clmYcYX9vdh6dGh51zM8W8Mh2L9qaxYFcqGcVVgLp1d20PH6YPDqJfIwXfhzNK+HxdnHmFSqOBG3r58fjIhgvZm8uxrFKg8Vl+eqOJlYfVsHfDGXpLLdiVCqgBqaFGpqcrrKhmdU2YnNQ/sEnPEU03upu3edXqm40Jl0WtlQQrIYRA/QB/ZMF+8st1hPs48+qN3Zv19U01dTzvrzpuHmIcEejGK+O6nfMpv+i0Yn7elsTyQ1nojWozKTcHa6YM6MBdgzo2WD8FEJVSyJfr480NMU8EqseuDr1o3bJ316yqNTY6Zn1MLkWVeto72TKwkWHPeWU688rW7QOa3sB10d409EaFXgGudPeTETbNTaPR8MyYLtw1ezfzdqZwz9DgNn84QIKVEEIA76+MYXdyIc4XoF/VvtQi3vjvKPtTiwEI8nDgubHhjOl+5iHGp9Pqjfx3MIv5O1OITis23x4R6MbUKzpyQy/fBq/9RKuFbzbGszNRDTUWGrUe6eERIWe1QmUyKZgUBSvL+rcWzySnVEt8bjkaTeNjZ/6o2aa7pY9/o1/rt92p6I0KkR3c6NnEGX8mk2Je5Zragt3027orO7dnYLA7u5IK+XxdHO/e0qulL+mCkmAlhLjs/ROdwQ9bkgD44LZezdavqrCimreWHWPxPvXEmaONJU+MCmPa4KAGa50aklVSxbwdKSzcnUpRpR5Q2yXc0NuX6YOD6BXg1uBz9UYTyw5m8f3mRI7WbL9ZW2q4OTKAB4eHNFqUrigKSfkVbInLJyqliCOZJaQUVGIwKVho4MrOntzaN4Bre/hgfRYh60TD017+rrg51H9aLL2okvU1jUhv69fwNp3OYGTuzhQApg0KavI17EwqILWwEmdbK8ZdpHYal6MTq1a3fruDRXvTmDY4qNHt30tdqw9WZWVlvPTSS/z999/k5uYSGRnJZ599Rv/+/et9/MaNGxkxYkSd27OysvDxaXoxoxDi8nAks4T/W3wQgAeHh3Btj/OfEWcyqafT3l5+jMKKajQauK1vAE+N7nLWjRL3pxYxZ3sy/x3MMo+y8Xez5/aBHZjYL7DRlgIlVXp+35PKnG3JZJZoAbXVwuT+HZh5ZeNbMrE5ZfwTncF/B7NIqRl+XOd9KrApNo9NsXkMDW3PL3cPwNKiaStwy81NPBv+fs/fmYpJgSGhHoR6NVxAv2R/BnllOnxd7c5qxt+iPepq2LgIP+xtpGj9QuoX5M7YHj6sOJzNm8uOMv+egW22u32rD1YzZ87k8OHDzJs3Dz8/P+bPn8+oUaM4evQo/v4NH6c9fvw4Li4nE7GXlxyhFULUlluq5d5f9qLVmxgW5snTo7uc92seyyrlxSWHiUopAqCLtzPv3NKTPmdRR2Uwmlh+OJvZW5NqbfcNDHZnxpBgrunm3WiAic8t45ftKSzel24ukG/vZMP0wUFMvaJjgytEpVo9/0Zn8sfeNA6kl5hvt7G0oF9QOwZ18qBngCuhXk442FhRVFnN3/sy+G5zAlvj89kSl8fwLmf+WZtZXGXuS3Vdz/r/wlum1bNg15lXoYwmhe82JQJw95DgJq+aFVdWs7ymKH5iI6thovn877qurIvJZVt8AWuO5jD6LBq4XkpadbCqqqpi8eLF/PPPPwwbNgyAV199laVLl/LNN9/w5ptvNvhcLy8v3NzcLtKVCiEuNVXVRu6du5fMEi0hno58MTmyyast9ak2mPhmYwJfrI/DYFJwsLHksZGduWdo0z/sK6sN/LE3nR+2JJJepJ7us7GyYFwvP2YMCaKHf8O1Q0aTwvqYXObuSDY3GQU12M0YEsT4SP96a68URWFfajG/7kxh+eEsc88rKwsNw7t4cWOEHyPDvXCsZ+aeu6MNT4/pQkGFjoW709gQk9ukYPX7njRMihoUG2p++uuuVEq1BkI8HRnV1bvB11p9JJvE/Apc7a2ZMrDpzT3/jEqn2mCim68LvZtYkyXOT6C7AzOHBvP1xgTeWn6Mq7p4tsn2Fq06WBkMBoxGI3Z2tZfO7e3t2bp1a6PPjYiIQKfT0aNHD1599VWGDBnS4GN1Oh06nc7869LS0vO7cCFEq2Ywmnh04T4OpJfQzsGa2dP74+rQtOP59dmXWsQzfxwgIU/tyzSmuzev3ti90VN5p8ov1/HL9mTm7kihpEqtn/JwtOHOQR2ZekXHRnv/ZJdo+X1PGr/tSSWrZrtPo4FRXb2ZMTiIQQ0Maq6qNrL0QCZzdyZzOOPkz7zOXk5M6h/I+Ej/JvccurKzJwt3p7EnueiMj9UZjCzcrRaM395AEKqsNvBjTc3bA1eFYNFA4FUUhS83xAMwbVDHJg9cVpSTRet3XNGhzW5JNaQlP/MeGhHKH1HppBRU8s3GBJ4YFXbRvvbF0qqDlbOzM4MGDeKNN96ga9eueHt7s3DhQnbs2EFoaGi9z/H19eXbb7+lX79+6HQ6fvzxR4YPH86uXbvo06dPvc955513eO211y7kWxFCtBKKovDC34dZeywXWysLvr+r3zmPjNEZjHy8OpYftiRiUqC9ky0v3dCVG3v7NenDOrtEy/ebE1mwO8W8UtTRw4F7hgYzsV9gg6f7jCaFLXF5LNiVyrqYXHPtVTsHayb2C2TqFR0b7NqenF/BvJ0p/LE3jVKtAVBXxW7s7ccdAzsQEeh21kHjRO5pSp3Skv0Z5Jbp8HGxY2wD9VVzd6SQX66jg7sD4yMbLvlYeyyXI5mlONhYMn1IcJOvd3dSIYn5FTjaWJ5Vh/a2oiU/85xsrXj5hm48unA/X29I4IZevhe8X9rF1qqDFcC8efO4++678ff3x9LSkj59+jBlyhSioqLqfXyXLl3o0uVkncTgwYNJSEjgk08+Yd68efU+5/nnn2fWrFnmX5eWlhIYKHvuQrQ1iqLw7soYft+bhoUGPp8SSf+ghnsjNSYqpZD/W3yI+NxyAG6O9Oflcd0arF86VXJ+Bd9tTuDPqHRz/6negW48MKwTo7v7NLglmVFcxaI9afwZlW5uBAowIMidO67owJjuPvWGMaNJYUNMLvN2prApNs98e6C7PXcM7MikfoG0O485bidmELY7w3s3GE18W1MPdc/Q4HpPRpZU6fluUwIAj43s3OA2qqIofLYuFoBpg4POag7diU7r43r7NXmVqy1p6c+8G3r58vf+DNbH5PLc4kMsun9Qg6uSl6JW/ycqJCSETZs2UVFRQWlpKb6+vkyaNIlOnTo1+TUGDBjQ6Nahra0ttrZtv82+EJe7z9fFmwud35rQkzHnUDxbbTDx8ZpYvtucgFKzSvXOzT25plvDdUAnpBVW8vm6OBbvS6dmkYn+Qe14bGRnhoa2r3elyGA0sT4ml4W7U9kYm4dS8zwXOytu7hPAHQM7NNjQM7dMyx9702t1ZNdo1Blu0wYFcVWYZ7N8oJ3YAuzWyBw/gL/2ZZCUX0E7h4brob7eGE9RpZ7OXk6Mj2i4BcKqI9kczijF0caSe69s+udBSaWeZQfVE4kTL9NO6y39mafRaHhjfA92fbyJvSlFLNid2qb6iLX6YHWCo6Mjjo6OFBUVsWrVKt5///0mPzc6Ohpf3/M/Qi2EuHR9vTGeT9aqKxwv3dCNKQOaXuh8wtHMUp7+44C5F9QtfQJ46YauZ1ylSi+q5KsNCfwZlWZeoRrexZOHR4Q2uGKWVljJ73vS+CMqjZzSk/Uwgzp5MHlAYIOrU4qisCOxgF93pbL6SLb567naWzOpfyB3DOxwzluf9TGaFLbXnPAbHNq+wcdp9UY+W6fOYHxoeGi9K0VphZX8vC0ZUE+QNdQQ1GhS+GSN+lp3Dw0+q9WqJdEZ6Awmung7Exno1uTniebl72bP02O68NrSo7yz/BjDOnue84zM1qbVB6tVq1ahKApdunQhPj6eZ555hvDwcGbMmAGoS5oZGRnMnTsXgE8//ZTg4GC6d++OVqvlxx9/ZP369axevbol34YQogV9sS6Oj9aooerp0WHcM7Tp9Tig9qX6cWsiH66Kpdpows3Bmndv7nnGnlf55Tq+WBfHgpqu4ABDQ9vz1OiwesfYnDjZN39nCpvjTq5OuTvacFu/ACb379Bg89K8Mh1/RqXz+55Ukk/pOxXZwY07Bjbekf18bI7NI79ch5uDNZEd3Bp83A+bE8korsLX1Y47B9W/OvHGf0epNpgYEurB8C6eDb7WP9EZHM8pw8XOiplDm75apSgK82saiU4ZEHjZFa23NncNCmL5oSz2JBcxa1E0v913xTl38m9NWn2wKikp4fnnnyc9PR13d3duueUW3nrrLayt1RM8WVlZpKammh9fXV3NU089RUZGBg4ODvTq1Yu1a9fW2zRUCNG2KYrCp2vjzCslz4zpwsMj6j/40pDM4iqe+fMA2+LVVZlrunnz9oSejTbmLNPq+WFLEj9tSaSipo/U0ND2PD6qc70rVPnl6hDlX3em1qqdurJzeyb378A13bzrrUcyGE1sis3j9z1prI/JxVCzv+hoY8lNkf7cMbDDBZ9/d+KE382RAQ0enc8qqeLrjWrd1HNjw+sNeJtj81h9NAdLCw2vjOveYOjRGYx8tFoNyQ8ODz2r05x7kouIyy3H3tqSm/s2/4BtcXYsLTR8PDGCsZ9tYW9KEd9uSuCRqzu39GWdt1YfrCZOnMjEiRMbvH/OnDm1fv3ss8/y7LPPXuCrEkK0diaTwuv/HWXO9mQAnr22Cw8NP7tQ9ff+dF5ecoQynQF7a0teHteNyf0bXunQG03M25HCF+vjzGNnegW48tzYcAaH1N0mO5xRws/bkll6IJNqo3oq0M3Bmkn9Arm9kS2749llLN6Xzl/7MswDnUFdnZrcP5AbevnV23equcXnlrGmZjTNlAEN1yu98s8RqvRG+nVsx42969ZNafVGXvrnMKA2Aw1rZAj0vB0pZBRX4e1iy/TBQWd1vb/tUUPgjb39cLE79/YaovkEujvw+k3dmbXoAJ+ujePKzp70vsS3aFt9sBJCiLOlN5p4bvEh84y+127szrSz+BAu0+p59d+j5udHdnDjo9t608mz/rEqiqKw9lgu76w4RmJNL6tOno48PboL13b3qVUgbjIpbDiey09bk8y1SQC9A1y5c1BQg1t2BeU6/j2QyeJ96bX6Tnk42jA+0p9J/QMbDSQXwlcb1AL+0d28GyygX3Ukm9VHc7Cy0PDmhB71htIv1seRUlCJj4sdT17T8IpFSZXe3Ldq1jVhZzWGplSrN4/RuVyL1lurCZH+rIvJZdnBLB77bT//PjIUV/tLN/hKsBJCtCllWj0P/bqPLXH5WFpo+ODWXtzcp+nbPvtSi3h0wX4yiquw0MDjI8N4eERIg7UfRzJLePO/Y+xIVEOSh6MNT43uwsR+AbWeU20wsWR/Bt9vSTS3aLC00HBdT1/uHhJUb82VVm9k3bFc/t6fzsbjeeatPisLDVeHe3FL3wCuDvc6q+HHzeVwRglLojMAeLSB7ZuiimpeXKKuRN03rBPhPnUH7x7OKDG3YHj1xm44N7KS9MW6OIprTgzecha/pwB/78tAqzfR2cuJPo3UgomLT6PR8Pb4nkSnFpNSUMkzfxzguzv7XrI1cBKshBBtRnaJlrvn7OFoVin21pZ8eXskIxsZh3Iqk0nhu82JfLj6OEaTQqC7PR9PjGjw1F5xZTUfr4ll3s4UFEVtsnnP0GAeHB5Sa5upqtrI73tS+W5zorkzurOtFZMHBDJtcBAB7WqfhFIUhaiUIhbvy+C/g5mU1TTxBHVb8eZIf26M8G/SSbjcMi17k4vYl6LWFqUWVlJYUU21wYSdtQW9AtwY2MmdmUM71VvD1RBFUXhr2TEURe0F1bOBkTCv/HuEvDIdIZ6OPDaybvjSG0088+dBjCaF63r6NHoYICm/gl92JAPwwvUNnxhs6Hrn1RStT72i4yX7gd2WuTpY883UPtz6zQ5WH83hhy2J3DcspKUv65xIsBJCtAkH0oq5d+5ecst0tHeyZfb0fvQKcGvSczOLq3hq0QHzqtO43n68PaFHvasnRpPCb3tSeX/lcfP4mRt6+fLc2PBaIamy2sD8nSl8vzmR/PJqALycbZl5ZTBTBnSo89qZxVX8tS+dP6PSa53q83O1Y0IffyZE+p+xQ3WFzsCupAI2x+azLT6fuJqVsfpU6Y1sis1jU2welTojT49p+gDq5Yey2ZFYgI2VBf93bf3P+yc6g38PZGKhgY8mRtS7vfn5ujiOZZXSzsGa12/q0ejXfGvZUfRGheFdPJs0j/BUOxIKiM8tx8HGkpv7XH6d1i8VvQLceGlcN15acpj3Vh4nIrAdA4LPrYFvS5JgJYS45C09kMnTfxxAZzAR5u3ET9P6NzjS5XSrj2TzzJ8HKanS42BjySvjujGxX/0F6oczSnjh70McSC8B1AHHr9zYrVZhulZvZMGuVL7eGG8OVP5u9jwwPITb+gbUChjVBhPrY3JYuDutVnsFBxtLru3hw619A7gi2KPRJp7xueWsj8lh4/E89iQXmts6gNoMNNzHhX4d29HNz4UgD0c8nW2xtbKgqLKapQcy+WFLEj9sSWTKwA74u515tmGpVs+rS48A6hy/01fcQO1H9eLf6hbgI1d3JqKeYuR9qUV8VVMv9cb4Ho3OJdwSl8faY7lYWWh48fpuZ7zG0/1ac3JxQqR/o1uNouVNHdiBvcmF/BOdycML9rH0kaH4uNqd+YmtiAQrIcQly2A08cGq43y3Wa3RGRnuxaeTI5r04VlVbeSt5UeZv1P90O0d4MqnkyPr7RNVqtXz8epY5u5IxqSo886eGh3GnVd0NG9J6Y0m/oxK5/N1ceYtv44eDjw8IpQJkf616qDSCitZuDuVRXvTzOELYGCwO7f2DeC6nr4NnuozmRQOpBez5mgOK49km4vlTwhoZ8+wME+uDG3PoBCPBpuXBro70NPflYPpJexKKmTejhSeGxt+xu/b28uOkVemo1N7Rx4aXnerptpg4tGF+ynTGejTwY3Hrq57ErNCZ2DW79GYFLgpwo8bejXcYV1vNPH60qMA3DmoI6Fe9R8gaEhumZbVR7KBhoc+i9ZDo9Hwzs09ickq43hOGffN28ui+wddkB5sF4oEKyHEJamooppHF+5na3w+oBZH/9+14Q3O2TtVfG45D/+6j+M5ZQDMHBrMs9eG11tntOZoDi8uOWTufn59L19euaEbXi7q36IVRWHN0RzeXRFDYr4acnxd7Xj06s7c1i/AHKgURWFrfD6/bE9mXUyueXXK09mWW/sGMKlfIEENNP+sNpjYlpDPmqM5rD2aQ27ZyRYL1pYarujkwdXhXgzv4kWQh0OTa4g0Gg09/F3ZlVSISVHO+Pj1MTn8ticNjQbeublnvR9276w4RnRaMS52Vnw2ObLeWqhX/j1CckElvq52vH5j41uAc7YlE5dbjrujDU+MDGvS+zrVgl1qc9bIDm4XvKeXaB4ONlb8cFc/bvpqKwfTS3j2z4N8NjnikqmNk2AlhLjkHEgr5uEF+0gvqsLe2pIPbuvV6KrHCYqi8EdUOq/+e4TKaiPtnWz5ZFJvruxct8t3bpmW1/49yrKaI/pBHg68Ob4nQzuf3PY7mF7Mm8uOsTupEFA7pD88IpQ7BnYwhw6t3sg/0Rn8tDWJ2JyTNU9DQ9sz9YoOjOzqXe+pPq3eyObYPFYczmbt0RzKdCeL2J1srbiqiyeju3kzItzrvHoyZdesrnk10vAU1Cam/7f4EAD3DAlmYCePOo9ZdjDLPJLm44kR9W7HLtmfwZ9R6Vho4NNJEY02+MwqqeLTmjFEz10bflbNQEENpL/uUlckz7bnlWhZHTwc+PqOvtz50y7+PZBJuK/zWfehaykSrIQQlwxFUZi/K5U3lh6l2miig7sD39/Vt95j/Kcr0+p5cclh/onOBGBwiAefTo7Ay7l2/YaiKPwZlc6by45RUqXH0kLDzCuDeXJUmDks5ZZqeXdlDH/tU9sN2J5yIvDENmSZVs/8nanM3pZEXs0Kk4ONJbf1DeCuwUGE1NMTq6rayIbjuSw/lMWGmFxz13ZQV7ZGd/Pmmm7eDArxaLDL+dnQG01sT1BX/Lr6Nvw9NJkUnlp0gLwyHZ29nOotdI/JVucoAtx/VSdG1TOUOj63nP/9rYazR6/uXG84O9Vr/x6lotpInw5u3HoOndL/PZBJXpkOL2dbxp5h/JBofQaFePDKjd15aclhPlh1nDAv53r/XLU2EqyEEJeEkio9Ly05zL8H1GB0bXcf3r+tV5NWaw6ll/DYb/tJyq/A0kLDU6PDeGBYSJ2i8KySKl74+zDrY3IB6OHvwnu39DJvIVUbTPyyPZnP1sVRXrOCNCHSn2fGdMGvpvC7pFLPT9uSmLMtidKaVgm+rnbMGBLEpP4d6jQ+rDaoY2mWHshk7bEcKk8JU/5u9lzbw4exPXzo06Fdo0Xs52JbfD5FlXo8HG0Y2Mjpq9nbktgUm4etlQVf3t6nzhZgcWU198+LokpvZGhoe54ZXTd4VegMPPRrFJXVRgaHeNTbfuFUa2tqyKwsNLx9c8+zfu+KovDztiQApg8JOqt2EqL1uPOKjhzPLmX+zlQe/20/fz885KI3wj1bEqyEEK3e7qRCnvw9moziKiwtNDx3bTgzrww+Y82FyaTw09Yk3l8Vg96o4Odqxxe3R9K3Y+0QoSgKf+3L4NV/1fE1NpYWPHlNGPdeGWyuEdqZWMBLSw6bWxj0DnTjtRu7m0+8lWr1zN6axE9bkszbdqFeTjxwVQg39var9cGuKAr704pZHJXOskNZFNeMvwG1+Pz6nr6M7elL7wDXC1pX8n1N0f8NvXwb7Au1N7mQd1fEAPDi9V3p4lP7Q01vNPHQr/tIKagkoJ09X0ypW1elKArPLj5IbE45Xs62fDo5otFauDKt3jzi5p4rg5u0Inm6HYkFHMksxc7agin9pWj9UvbKuO7E55azM7GQmb/s5Z+Hh9CuCX3cWooEKyFEq1VtMPH5uji+3hiPSYEO7g58OjmCPvV0KT9dYUU1z/xxgHU1q0/Xdvfh3Vt61jkll1+u44W/D7HqiDrzLiLQjQ9u7WUe0VJYUc3by4/xZ5Q63sbD0Yb/uzacW/sGYGGhQas3Mn9nCl9uiDcHpHAfZx69ujPX9vCpFSDyynT8GZXOH3vTzIXuoG7zjevlx40Rfhc8TJ2wL7WI7QkFWFlouHdYp3ofU1Cu45EF+zGYFMb19mPqFR1r3a8oCq/+e4TtCQU42ljy47R+9X7g/bgliWUHs7C21PDN1D51tl9P98Gq42SVaOng7nBOBesAP9SExtv6BrbqD2FxZtaWFnx9R19u+morqYWVPPTrPubeM6BFJg40hQQrIUSrFJNdypO/H+BYljoX79a+Abx6Y3ecmjBceFdiAY/9tp+cUh02Vha8fEM37hjYoU5gWX0km+f/OkRBRTXWlhqeGBXG/cM6YWVpYV7FenPZUYoq9Wg0cPuADjwzpgtuDjYoisI/0Rm8v/I4GcVVAIR4OvLkNWFc18PXvHWlKAq7kgqZvzOFlYezzWNp7K0tGdvDh/GR/gwJbd+k04zNRVEU3qtZhZoQ6V9vLyqD0cQjC/aTXaqlk6cj79zcs87376etSfy6KxWNBj6dHFnvytKm2DzeWXEMgJdu6FZntfB02xPymbtD7ZL+zs09z2oe4AmHM0rYcDwPCw3cMzT4rJ8vWh93Rxt+vKs/N3+9jR2JBby+9ChvjG/8RGlLkWAlhGhVjCaFn7Ym8uGqWKqNJtwdbXhzfA+u63nm4mOjSeHrDfF8sjYWk6IGnc+nRNY5Zl+hM/DGf0f5bU8aoDb6/HhSb/PjMoureP6vQ2yKzQPUFai3JvSkb0d1pWx/ahGvLT1KdFoxgHl48C19Ts4H1OqN/BudyextScRkl5m/dkSgG1MGBHJDL78Ge1VdaKuP5rArqRBbKwueuKb+FaF3V8SwI1Fdifpuat86gXbVkWzeWq4Gpheu68o19RQVJ+VX8OiCfZgUmNgvgDtPW/E6XbnOwLN/HgTUnlNDQts3+viGnGg8Oq63X4MtLMSlp4uPM59OjuS+eXuZtzOFLj7OdVZRWwMJVkKIVuNoZinP/XWQgzWdzUeGe/HuLb3wPEMrAFDbBjz5e7R5LM0tfQJ4Y3x3HGxq/5jbn1rEE79Hk1JQiUaj9r+adU0YtlaWKIrC73vSeHPZMcp1BmysLHh8ZGfuG9YJa0sL8st1vLsixrwt6GBjyUPDQ7hnaCfzysqJ04A/bU0iv1w9DWhvbcmEPv5MHdiRbn5nrheq0Bk4klnK8Zwy4nPKyCiuIqtEi1ZvRFGgvZMtvQNduSrMq1b7h6ao0BnMDTdnXhlcb7f1P/am8eNWtfD7o4m9zduiJ+xLLeLx3/ajKDD1ig71rgqVVOq555c9lGoN9O3YjjfG9zjjFufrS4+QXlSFv5s9/7uu61m9rxNic8pYWdMQ9OERl8bxfNF013Tz5unRXfhg1XFe/fcIIZ5ODApp/HTpxSbBSgjR4rR6I1+sj+PbTYkYTQrOdla8eH3XBkfLnG59TA5PLTpAUaU6lua1G7tzW7/AWo8xmRS+3ZzAx6tjMZjUQvaPJkaYfyjnlGp59s+D5lWqPh3ceP/WXoR6OWMyKfy6K4X3VsSYT/rd2jeAZ8d0MTcKLanS8/O2JGZvrX0acPrgICb379BoD6aCch3bEwrYmVjA3uQi4nLLMDXSrzMxv4LdyYX8sCWJCZH+vDG+R5O2SAE+WRNLRrEaXurrCxSVUsQLNeNoHrs6tM5g5KT8Cu6Zswet3sSILp68Oq57nd8jvdHEg79GkZhXgZ+rHd9M7XPG9hArD2exaG86Go0a5pr6fk73+bo4FEWtqWvtp8fEuXloeAjHs8v490AmD/0axT8PD6WDR9NGWF0MEqyEEC1qw/FcXvnnCKmF6uDha7v78PpN3c2BpTFavZF3V8QwZ3syAN39XPhiSiSdTusRlVOqrmZtT1BXs27o5ctbE3qaWx8sPZDJi0sOU1Klx8bKgmdGd+HuocFYWmiIzy3j/xYfIiqlyPw13hjfw1xAX1VtZM72ZL7ZGG8OVCGejjw4PLTOacATFEUhLrec1UeyWReTS3RaMac3Pvd1taOrrwudvZ3o4O6An6s9DjaWaDQaUgsr2Z1UwJ9R6fy9PwNXe2tevbH7Gb9fUSlFzK5pQfDmhB51tiIziqu4f14U1UYTY7p788So2tuEuWVa7pq9i6JKPb0CXPny9j71ngB88e/D5oL2n6b3P2OxemZxFc/9pfa3euCqEK44Q3+rhsRkl5obup6pnYO4dGk0Gt6/tRfJBRUcTC/h3rl7+euhwS22tX661nEVQojLTk6plteWHmH5IXXbxsfFjldv7M61PXya9PzEvHIeWbCfozXF7TOGBPHc2PA6KyPrY3J4+o+DFFZUY299YjUrAI1GQ5lWz8v/HOHv/Wqjz57+rnwyqTehXs7ojSa+XhfPF+vjqTaacLSx5KnRXbhrkDof0GhSWLwvnY9WHzePuwnzduKxkZ0Z28O33mL0Y1mlLDuYxbJDWSTl157xF+7jzOCQ9gzs5E5koFujwXJAzUzBIaHtefy3aNbH5J4xWFVVG3lqkTqfb0KkPyO6eNW6v0Jn4J45e8gv1xHu48zHEyNq9Y4q0+qZPnsPaYVVdPRw4Kdp/ev9IPtyfTy/703DQgOfT4lstPEoqEXyj/+2n+KasPbkqHM7BQjw/srjKApc19OnSVuu4tJlZ23J93f248Yvt3I8p4wXlxzm44m9W8XYGwlWQoiLqqrayI9bEvlmUwKV1UYsLTTMGBzEE9eENWn750Rn9FdqxtK4O9rw4W29uDq8dvF0tcHE+ytjzLVC3Xxd+OL2SHPH8/2pRTz2237SCquw0MAjI0J5dGRnrC0tiM0p46lFBziUodZ6XR3uxZvje5ibgO5JLuSVf46YQ52/mz1PjQ7jpgj/OoGqVKtnyf4Mft+TxpHMUvPtNlYWDA1tz6iu3lwd7oWP65lX6E43qqs3lhbqClZWSRW+rnXrpU54f1UMyQWV5gB7KqNJ4fHf9hOTXUZ7J1tmT68dmnQGI/fPi+JoVintnWyYe/eAeuve/tibxkdr1BE0r93Ug5Fdz9wl++M1sexJLsLJ1oovpkSecyPPXYkFrI/JxdJCw9P1NCgVbY+Pqx1f3dGHyd/v5O/9GVzRyZ1JraBnmQQrIcRFoSgKyw5l8fayY2TWzKeL7ODGm+N7NHk4bqlWzwt/H2ZpTff1QZ3UsTTep63upBZU8sjCfeYi+OmDg3j+OnU1y2RS+H5LIh+uOo7BpBDQzp7PJkfQt6M7JpPCj1sSeX/VcaoNJlztrXntxu7cFOGHRqMhv1zH28uPmUfZONtZ8djVnblrcMc6K2VHMkuYuz2Ffw9kUqVXu6nbWFowItyT63v5cXW41znXEZ2ggHl4spVFw4Fkc2yeeYbfOzf3rNP9/c1lR1l7LBcbKwu+v6uvOUCCGrpObKM62ljy8/QBdPSoe9JufUxOre28M50ABLW7+tcbE8zXVd/rNoXJpPDmMvWE4uT+gXW2gkXb1T/InadGh/H+yuO8/M8RegW4nXGV9EKTYCWEuOD2pRbx7vIYdierw4r93ez5v7HhjOvl2+Sl+91JhcxaFE16kdp9fdY1YTxwVUidFaKVh7N45s+DlGkNuNpb8+Ftvc2tAArKdTy56ACbawrUb+jly9s398TFzprcUi2zFh1ga7w6O29EF0/eu6UXXi526vDmvWnm+YEajfoB/syYcNxPaT6pKAqb4/L5dmOC+XQiqFuEUwZ0YHyEf7M2qzycUYKigJ+rXYMnJwvKdeYZfnde0ZER4bW3AOftTDGHrk8m1m6+qigKL/1zmOWHsrGxtOD7u/rRM6BuCI5KKeKhX/dhNCncHOnPs/XMEjxdUn4FTy6KBtTgO673mYdoN+Tv/RkcyijBydaKJxtoHyHargeGhbAnqZANx/N4+Nd9LH10aIvWW0mwEkJcMAl55by3IobVR9Wu5rZWFjw4PIQHrgqpM2+uIdUGE5+ti+WbjQmYFAh0t+ezyZF1uq9XG0y8s+KYOST06eDGF7f3MbcT2JNcyKM1DS/trC14dVx3JvVXTx1uOJ7L04sOUFBTh/XiDV25fYDaUDSjuIrnFh9kS5wauLr7ufDm+B5EnhZANhzP5bN18Ryo6W1laaFhbA8fpg0Ool/Hdhek9mPlYbU+rV9Q/U03TSaFp/44QG6ZjlAvpzotDNbH5PBKzeiYp0eHcX2v2icAP1ody4KaBqCfTIqot69UbE4Zd9ecErwqzJP3bu11xrl+ZVo9M3/ZQ1lNK4Zzba0A6irmOzXNTh8eEUp7pzO35hBti4WFho8mRnD951tIzK/g/ZUxvHZTyzUPlWAlhGh2OaVavlwfz8LdqRhMChYatT3BE6PCam0znUlCXjlP/h5t3tK7tW8Ar4zrhvNpg5cziqt4+Nd95oad9w/rxNNjumBd00H9hy2JvLfyOEaTQoinI1/f0ZcuPs4YjCY+WBXDdzXjT7r6qqcKQ72czKtUry09SrnOgK2VBbOuCeOeocG1TsLtTirk3RXH2Jeqfm07awtuH9CRexroEdVcdAYjS6LVLcmb+/jX+5gftyay8fiJ4cmRtbqYH80s5dEF+83NO0/v+fTT1iS+rGm0+eb4HnVCF6hbrlN/3EVJlZ4+Hdz4ZmqfM44ZUeu5oknIq8C3phXD+QxI/nRNHPnlOjq1d+TuoUHn/Dri0qbWWvbmjh93MXdnCuN6+zX4F44LTYKVEKLZFFZU883GeObuSEFnMAEwqqsX/3dteJ0mk41RFIX5O1N4a/kxtHq11untCT3r/XBfH5PDrEUHKK7U42JnxUcTI8xbf2on7wPmk4c3Rfjx9oSeONpakVuq5ZGF+9mdpG5PThvUkeev64qdtSUlVXr+9/chlh1Uj+736eDGB7f1Nhe+A6QVVvLOimPm17aztmDaoCDuHdbpoqyaLI7KoLhSj6+rHVd29qxz/57kQt5beRyAl8d1qzVuJqukirvn7KGi2sjgEA/emlB7XM3iqHTe+E9tIvr06DDuGFi3XiqnVMsdP+0kt0xHF29nZk/vX6cZa33e+O8o62NysbWy4Ls7+56xFUNj9qcWMWe7ejjhlRu7n7FXlmjbhoS2Z2K/ABbtTef/Fh9k2WNXNnllvDlJsBJCnLdynYFftifz7cYEynRqL6c+Hdx4Zkz4WXdFzinV8n+LD7LxuFoHNSTUgw9v613nxJvBaOLjNbHm4ufeNX2VAt3VRoEJeeXcPy+K+NxyrC01vHRDN+68oiMajYa9yYU8+Os+8sp0ONla8f6tvcwjc/anFvHIgv1kFFdhZaHhydNquaoNJr7blMCXG+LRGUxYaGBS/w48Oapzk3pvNQeD0cQ3m9TVpHuv7FSnzqywoppHF+zHaFK4KcKP2wecPClVrjMw4+c9ZJdq6ezlxDdT+9ZaZVp7NIdnF6tjZe4ZGlxv9/LCimqm/rjL3Hph3j0D6gy3rs/P25LMPcc+mRRBrwC3s33rZjqDkWf/PGhuH3FVWN1wKS4/L1zXjQ3H80jIq+CrDfE81QInRCVYCSHOWVW1kXk7k/lmYwJFlXpA3U57dkwXhnfxPKu6IkVR+Ht/Bq/+e4RSrTpO5rlrw5k+OKhOzU5uqZZHF+5n1ymrTf+7vqt5xWJ9TA6PL4ymTGfA28WWr+/oa57zt3B3Ki//cxi9USHMWw0WIZ7q1t+8nSm88d9R9EaFDu4OfD4lkohAN/PXjU4r5tk/DxCbUw6opxJfHtetSaeQFEUhs0RLZnEVeWU6bK0s8HK2I8TLsUkrPaf6IyqdtMIq3B1tmDKg9vHyE60TTgxPfvuU1SiD0cTDv+4zt1X4eUb/WicEdyYW8NACtQj9lj4BvHBd1zq/hyVVeu6avYu43HJ8XOyYf8/AJgXKZQezeL1mFey5seFNmv3YmE/WxBGXW057JxtevqHbeb2WaDtcHax5/cbuPPjrPr7ZmMAtfQIu+rxICVZCiLOmN5pYHJXOJ2tjzc0xg9s78vjIztzY2++MxcunyynV8sLfh1h7LBeAXgGufHhb73pHkuxIKODRhfvJL9fhaGPJe7f24oZe6okyRVH4emMCH65WG0X2D2rH13f0xdPZFr3RxJv/HeWXHSkAXN/Tlw9u64WDjRVavZH//XWIv2oahY7t4cN7t/bCpaaWS2cw8unaOL7bpBbQezja8PK4btzY26/R8JhdomX10Ww2Hc9jf1oxhRXVdR7jbGvFjCFBPDQitEnbFuU6Ax+tVrf4HhkRWqtuCtSRLlvi8rGztuDrO/qYT0cpisLL/x5hU2wedtYW/DStHwHtTo4BOZxRwr2/7KXaYGJUV2/eu6Vnnd/HCp2Bu+fs4XBGKR6ONsyfOdC8QtiYHQkFPPl7tHm24P3DOp3xOY2JSink+83qSuWb43s260lLcekb29OXq8I82RSbxwerj/PV7X0u6teXYCWEaDKjSeHfAxl8sibOPILG382ex0d15uZI/zrjTc7kRLPPN/47SqnWgLWlhidGhXH/sE51XuvErL8PVx3HpEAXb2e+ntrHXPdUVW3kmT8P8F9NXdTUKzrw8g3dsbGyoFSr5+Ff95lP9j09OoyHR4Si0WjIKdVy79y9HEwvwdJCw/Njw7lnaLA5MCXnV/DIwn0czlCbe94U4cer47o3+GGuMxhZeTib33an1Wq5AGBtqcHX1R5PZ1t0BiNZxVoKKqr5fH08GcVaPprY+4zfs8/XxZFfXk1we0emntYralNsHp+vjwPUvlCn1lX9uCXJfMLv88mR9D5lJS4pv4LpP++mTGdgYLA7X94eWef7r9UbuXfuXqJSinCxs2LePQMJ9Tpzv6iD6cXcO3cv1UYT13b34bUbzzyMuTGlWj1P/n4AkwI3R/o3uVO/uLw8f104m+PyWHYwiwevKqGHf9N65TUHCVZCiDNSFIWNx/N4Z8Ux8zZYeycbHhweytQrOpxT0XB6USX/+/uwuadUT391laqLT91VqqKKap764wDrY9QVrVv6BPDm+B7m1ZrsEi33zVPDkZWFhtdu6m4uuE4vquTuOXuIzSnH3tqSzyZHMLq7+mF8OKOEmb/sJbtUSzsHa766ow+DQ062FFh6IJPn/zpEuc5AOwdr3rm5V4Mf5AXlOubvTGXezmTyy0+uTPXp4Mbo7j4MDHanm59Lre+VyaTw74FMnlwUzeJ96Tw8IqTR5pYx2aX8VNNJ/qUbutY6TZdeVMnjv+1HUWDKgEAmRAaY71t5OIu3V6gNNF+8vpv5/YO6WnjnT7vIL6+mm68LP0zrV2flTGcw8sD8KHOT0F/uHtCkkTFxOWVMm72bcp2BKzq58+nkiHpH/TSVoig8/9chUgsr8Xez55UmzEcUl6dwHxdu7O3HP9GZfL0xnq/v6HvRvrYEKyFEo6JSCnlvxXFzc08XOyseGB7C9MFBZ10bBOo24uytSXy6No4qvREbKwueHBXGvVcG17viFZ1WzMO/7iOjuAobKwtev/Fk/ymAA2nFzJy7l7wyHe0crPlmal/zEN/DGSXMmLOHvDIdXs7qqJYTf3PdeDyXB+fvo0pvJNTLidnT+tPBQ93WMhhNvLvi5DicAUHufDYlot6RMeU6A99vTuTHLYlUVqsd1n1d7ZjUP5Db+gU22nLBwkLD+Eh//ohKY1t8AVvj8xsMViaTwstLjmA0KYzp7l1rhI/OYOThBeq8vZ7+rrwy7mTgiE4r5omabbi7BnXk7iFB5vtKqvRMm72b9KIqgjwc+OXuAebtzxMMRhOPL4xm43F1C/HnGQNq9fBqSHJ+BVN/Ugc29w5w5cdp/c/7hNbcHSksO5iFlYWGL26PrNNBXohTPTQ8lH+iM1lxOJvk/IqLVmslwUoIUa/k/AreXRHDyiNqOwEbKwumDw7i4eGhuDqc2wdaVEoRL/x9iJjsMkANLO/e0rPeMKEoCnO2J/P28mPojQodPRz4+o4+tcbfLD+UxaxF0Wj1Jrp4O/PjtH7mmp+tcfk8MD+Kcp2BcB+1HcCJHlqLo9Tj2AaTwtDQ9nw9tY85UJRU6XlkwcltwweHh/DUNWH1bk3+EZXGB6uOm1eoevq7ct+wTozt4XNW26InvrbJpDT4mN/3prE7uVBtYHp97WLt15ce5UBaMW4O1nx9Rx9zgMkormLmL3vR6k2M6OLJyzd0MwfSE1t7MdlleDrbMu+egXW6txtrGoyuPKJ2Xv/hrn4MCD5zb6C0wkpu/2EnOaVqK4Y5Mwac9/ienYkF5hYQz40Nr9MgVojTdfFxNtdaLdidel6NaM+GBCshRC2FFdV8sT6O+TtT0BvV5p4T+wXy+KjOjQ75PdNrfrAqhoW70wBo52DN89d15ba+AfXW25RU6nnmzwPmju2nF5OfKFL/YJVaxD28iydfTIk0Nw7972AmT/4ejd6oMKiTB9/d1df83J+2Jpk/oCdE+vPeLb3MW2rpRZVM/3kP8bnqtuGHt/Wut3fWsaxSnlt8kAM1jUuD2zvy7JguXNvD55zqh07MTmxoEHN2iZa3l6tbeU+NDqtVMP7H3jR+ramd+nRShPm+cp2Be+bsIb9cR7iPM1/c3scc9owmhSd+i2Z3UiHOtlb8MmNAnSJ0RVF44e9D/BOdiZWFhq/v6FNvv6zTZRRXcfuPO8ks0RLi6cj8mQPPu7g8paCCh37dh8GkcGNvP+4ZGnxerycuH1Ov6Mim2Dz+2JvG06O7nFcz2qaSYCWEANQtn/k7U/h4TSylWrUX1bAwT168vmu9p/Oa+poLd6fy4epYSqrUdgy39Q3g+eu61pqxd6r9qUU8unA/6UVV2Fha8L/rwpk2OMgcWKoNJl5acpjf96ohbcaQIF64rqs5NCzcncr//j6EosD1vXz5eGJvc13TVxvizWFs5tBg/nddV/PJt2NZpUybvZvcMh0+Lnb8OK1fnYJXvdHEtxsT+Hx9HHqjgrOtFY+P6sy0wUFn7DjekOLKao5kqAGtvu+zWlekzj7sHeDKjCEnQ8XhjBJeXKKOpHl8ZGeGd1HnABpNCo8v3G9ejfppen/zipGiKLy29Ih5Fer7u/rVqZdSFIXX/zvKb3vSsNDAZ5MjGdXNmzPJKK5iyvc7zf2tFtx7RYMzDJuqqKKa6T/vobCimp7+rrx3S68LMh5ItE1Xh3vh6WxLXpmOrfF5tbbQLxQJVkIItsXn8/rSoxzPUbfouvq68L/rwpu0QtGQ7Qnqa57Y9uvq68LrN3WnfyNz7b7fksiHq45jMKl9pL66vU+tob8llXrun7+XnYmFWGjgtRu7c+egIPP9329O4O3l6ty4OwZ24I2bemBhoUFRFD5ZE8vn69WmmrOuCePRq0PNH9BRKYVM/1mdXdfF25k5d/evszqXXlTJYwv3m0fXXNPNm7fG9zjvpqCrjmRjMCmE+zjXuyX6R1Q6G47nYWNpwYe39TYXf5dU6nno133oDOo232NXdzY/572VMayr6W7+w139atV5fb85kbk7UtBo4ONJvett4PrxmljzzMX3b61/1e506UWV3P7DLlILK+no4cDCe6/A+zy/N1XVRmbO3UtSfgX+bvb8NK1fnfYSQjTG0kLD9T19mbM9mf8OZkmwEkJcWBnFVbz67xHW1Gy5uTlY8/ToLkwZ0OGcT28l51fw9vJj5m08V3trnhodxu0DOjRYd5RbpuWpRQfMdU039PLl7Zt71iqkTiusZMYcdZvOydaKL26PZETNCg3Al+vj+HB1LAAPXBXC/13bxRycPl8Xbw5V/7sunPuGhZiftyOhgHt+2UNltZF+Hdvx07T+dWrI1sfk8OTvByip0uNsZ8UbN/XgpojGe1g1haIoLNiVCsC43n517k8rrOT1peq25azRYeaxQCaTwhO/7ye1sJKAdvZ8MinCvPK2aG8a39fMPvzgtt61Gpz+E51hHlj8wnVdzf2/TvXtpgS+qPlevXFTd27tG1DnMfVd5+Tvd5JRXGUOVWczE7I+OoOR++dHmds7/Dyj/0XrbC/altHdvZmzPZktcfkoinLBVzwlWAlxGdIbTczZlswna2OprDZiaaHhzis68vjIzudcD1NcWc2X6+P5ZUcyeqOCpYWGOwZ24MlRYY2+5rpjOTz750EKKqqxs7bglXHdmXzKqT9Qtwdn/rKXgopqvF1smTNjgLnb+emrUU+PDuORU1Zvvt4Yzydr1cD14vVdmXnlyeaU2xPyuXvOHrR6E1d2bs/3d9ZeEVEUha82xPPRmlgUpe7YnPO1L7WYA+kl2FhZMKl/YK37TCaFZ/48QLnOQP+gdtx7ynV/tSGeDTXDlb+d2tc8TmZvciEv/H0IwNys9YTdSYU884c6qubuIcG1vg8nLNydyrs1wev/rg2vtRrYkJSCCqZ8r9ZUBbd3ZMG9A8+5Fu8Efc1JxM2xedhbW/LzjP7nvB0tRJ8O7bC1siCvTEd8bvlZzS09FxKshLjM7Eku5MW/D5u3/foHteOtCT3P+YNLqzcyZ3syX2+IN9dmDe/iyQvXdW30B1hltYE3lx0zr9h09XXhiykRhHrVfs7Kw9k88ft+tHoT3XxdmD29v7nIW1EUPl4Ta15heW5sOA9cdXI1at7OFN6vGUT87LVdaoWJvcmF3DNHPTE3vIsn307tW6sdgM5g5Jk/DvLvgUygdsPR5vJlTTPP8RF+dQY3z96WxM7EQhxsLPnotpP9nzbH5vFxTVB8Y3wPcx1YRnEVD8yPQm9UuK6nD4+PPBkuk/IruG+e2qRzTHdvXry+7umo5YeyzKHsoeEhPDg8pM5jThefW84dP6qn/0I8HVnQDNt/eqOJxxbur3USsW/HM59EFKIhdtaW9A9yZ2t8Ptvi8yVYCSGaR5lWz7srYvi1Jsi0c7Dm+bFdubVvwFmPoAG1QHrJ/gw+Wn3cfKot3MeZ58aGm4uoGxKVUsTTfxwgKb8CUIf9PjOmS61goygKP21N4q3lx1AUNax9dXvtES2frI0zh6qXb+jG3aecFlt6IJOX/1ELux+9OpSHhp8cJnw4o4QZP++hSm9kWFjdUFVSqee+eXvZlVSIlYWG12/qwe0Da8/kO19RKYVsOJ6HpYWm1rUBHM8u4/2aIvv/XdfV3F8rs7jK3AR0cv9AJvZTV7mqqo3cN3evucnnh7f1Nv+eFlVUM+Pn3RTX9JP6dFJknd/vrXH5PP7bfkwKTBnQgWfGnHlwbWxOGbf/sIv8ch1h3k7MnzkQL+fzC1XVhtqh6ts7+zC0c/szP1GIMxgc6qEGq4QCpg+5sKdKW32wKisr46WXXuLvv/8mNzeXyMhIPvvsM/r379/gczZu3MisWbM4cuQIgYGBvPjii0yfPv3iXbQQrczqI9m8uOQwuWXqXL8pAwJ5dkz4OW37KYrC2mO5fLjquHnVy9fVjqdGd2FCpH+jtVk6g5HP1sbxbc3MPW8XWz66LaLOh6fBaOK1pUeZt1Od6zf1ig68Oq57rRqtL9bH8/k6dcXnxeu71gpV2+PzmbVIbYp55xUdmXVNmPm+pPwKps1Wx7cMCHbnu9NCVW6pljt/2s3xnDKcba349s6+DAlt3g93RVF4b4UanG7rW3tIrM5g5PHf9lNtMHF1uBd31AS6aoOJhxfso6hSTw9/F16t6TquKArP/XWQI5mluDva8P1dfc2NW6sNJh78NYrkArVT+Q/1FH8fSi/h/nl70RsVru/py5vjzzxy5khmCXf+tJvCCjXIzZ85sMFTnk1VVa12d98Uqxbqf3dnX0aENx7QhWiqgTX916LTii/412r1wWrmzJkcPnyYefPm4efnx/z58xk1ahRHjx7F39+/zuOTkpK4/vrreeCBB/j1119Zt24dM2fOxNfXlzFjxrTAOxCi5ZRU6nl16RH+rhkuHNzekbcm9Kg1tuVsRKUU8s7yGPamFAEnu7DfPST4jF2196cW8eyfB4nLVUfiTIj059Vx3esUipfrDDy2cD/rY3LRaOB/Y7sy88rgWh/2P2xO5OM16nbYC9fVrpuKyS7l/nlR5qDw2o3dzc/NK9Nx1+xdFFRU093Ppc4ps/SiSqb+uIvkgkq8nG355e6TtVzNadWRbHYnF2JrZcFjp2zZAXyw8jgx2WW4O9rw7i09zdf+zopj7E8txsXOim/uOBkGf9qaxD/RmVhaaPjq9j7mwcqKovDKv4fZmViIo40lP03vV2dFKblmRmBFtZEhoR58PKn3GQ8tHEgr5q7Zuymp0tMrwJW5dw8w13idq5IqPTN/2cOe5CLsrS357s6+DAs79xOpQpyuq68LFhr1Z0BuqfaCHoRo1cGqqqqKxYsX888//zBs2DAAXn31VZYuXco333zDm2++Wec53377LcHBwXz00UcAdO3ala1bt/LJJ59IsBKXlTVHc3jh70Pklumw0MB9w0J4YlTncxorciyrlI9WH2ftMXVWn521BTOGBPPAsJAzdmGvrDbw4apYft6ehKKoMwbfHN+Da3vUPcKfWVzF3XP2EJNdhq2VBZ9NjqjzuLk7knmrplnmrGvCuHfYyVCVW6plxs971NWoIHc+mnhyS6yy2sA9v+whrbCKDu4OzJkxwNxQFGqfbAtoZ8+CmVeYt+Cak1ZvNLeEuG9Yp1qn57bG5ZvH6Lx/Sy9zEFp+KMvc/uDjiSebgG5PyDef8nvp+q61WifM3ZHCwt1paDTwxe2RtQYyA+SX65j2825zyPx2at8zznyMSilies1qX9+O7fh5Rv86I3DOVnaJluk/7yYmuwxnOyvmzOgvNVWi2TnYWNHJ04n43HKOZJZevsHKYDBgNBqxs6v9DbC3t2fr1q31PmfHjh2MGjWq1m1jxozhiSeeuFCXKUSrUqrV88o/J1epOrV35MOJvc9pBEh6USUfr47l7+gMFAVzF/YnRoU12CX8VOtjcnj5nyOkF1UB6irVyzd0q3cL8lB6Cff8sofcMh2ezrZ8f2ffOjPp/t6fzsv/HAHgkRGhPHr1ydokNTjtJatESydPR76/6+SqjtGk8NjCaA6ml+DuaMMvdw+o1bgyvehkqOrU3pFfm+FkW0O+3phAamElPi52tQrtCyuqmbUoGlB7cJ1oyJmcX8Gzf6qn+R64KsR8e2ZxFY8u2I/RpHBzH3+mDQ4yv9aOhAJer+ku//zY8Dq9e058r1IKKgl0t+fnGf1rhcz67E4qZEbN6taAYHdmn9J09FzF5pQxffZuMku0eDrb8suMpg13FuJcdPdzqQlWJRd0m7lVBytnZ2cGDRrEG2+8QdeuXfH29mbhwoXs2LGD0NDQep+TnZ2Nt3ftHyLe3t6UlpZSVVWFvX3dH5Y6nQ6dTmf+dWlpafO+ESEuku0J+Tzzx0Eyiquw0MC9wzrx5Kiws16lKqqo5qsN8czdkUK10QSoXcxnXRNGSANDgk+VVVLF60uPsuKwOmfQ382etyb0aLCofemBTJ7+4wA6gzrzb/aM/nWGF688nM3TNe0Cpg8O4qnRYeZtMpNJ4alFBziUoQann6f3r7U99c7yY6w9loONlQU/3NWX4FNqmrJKqpjyw8lQ9dt9V5zxb7PlOgO7kwrwcrajq69Lk3t+JeaV8+3GBABeGdetViH+c4sPklumI9TLyTwLUKs38tCv+yivWYF7erRaK1ZtMPHQr/soqKlxenvCyS3DjOIqHl6wD6NJYXyEX602DVDTlf23aPNswTkzBpyx6HxnYoG52H9IqAc/3NXvnAZwn2p7fD73z4+iTGugk6djvWN1xIVxuX7mdfdz4Z/oTA5nXNj326qDFcC8efO4++678ff3x9LSkj59+jBlyhSioqKa7Wu88847vPbaa832ekJcbHqjiY/XxPLtpgQUBQLd7fl0UiR9O57dKpVWb2T2tiS+2ZBAmU5tnTCokwf/u65rrQ7oDdEZjPy0NYkv1sVTpVf7Y90zNJjHR3Y2h4hTmUwKX26IN9dLXR3uxaeTI+psL22Pz+exherqzG19A2oNEwb4dF0cKw7XjGi5sy8dPU4Gp992p5q31z68rXetbab8ch13/Lir1giWxkJVVEoRP2xOZP3xXKoNauB0trPiyVFhtYrn66PO3jtMtdHEVWGeXNvDx3zfgt2prD6ag7Wlhk8nRZjrvt747yhHs9Si9M+nRJqL999efozotGJc7a357s6TK3NavZEH50dRWFFND38X3q1n/Mu7K46x5qgaMn+8q98Zg/L2hHzumbOXKr2RKzu354e7+p3TdvKpFu1J439/H8JgUugf1I7v7+x33vMERdNdrp95Jwa4H8u+zINVSEgImzZtoqKigtLSUnx9fZk0aRKdOtVtbgfg4+NDTk5OrdtycnJwcXGpd7UK4Pnnn2fWrFnmX5eWlhIYGFjvY4VobVILKnn89/3srxm1MmVAIC9e363eINMQk0nh3wOZfLDqOBnF6rZdV18X/u/aLlwV5tmkTsXrY3J4felRkgsqAejXsR1vjO/RYPF3hc7ArEXRrDqi/v96T83svtNXf/anFnHvXLUH07XdfXj3ll612gX8dzDTfDrwzQk96HfKyJxdiQXmWXpPjgqr1TCzpErPtNm7ScyrwM/VjgX3XtHg9mZyfgXvrDhmvlaAgHb2FJRXU6Y18NbyY1zX07fR7dHF+zLYkViAnbVFrZN38bnl5qHQ/3dtuLkv1X8HM83DlT+ZFGF+7eWHspizPRmAjyf2rrXK89rSIxxML8HNwbpOCwmABbtS+WHLyZDZr4HxQiec2kD1qjDPWiHuXJhMCu+tiuG7TWpn+Bt7+/H+rb3OO6iJs3O5fuad+FmUUlBJmVZ/xu3vc9Xqg9UJjo6OODo6UlRUxKpVq3j//ffrfdygQYNYvnx5rdvWrFnDoEGDGnxtW1tbbG3Pb1CoEC3h7/3pvLTkCOU6A852Vrx3Sy+u63nmuW6n2pNcyBv/HeVgujoI2NfVjmev7cJNvf2b1N8qNqeMt5YdY1NsHgDtnWx5fmw4N/fxbzCQpRRU8MD8fRzLKsXG0oI3xndnUv+6faLicsqYMWeP+dTaZ1MiagWvI5klPP3HAQDuvTLY3NcJ1GL0B+ZHYTAp3NDLl8dGniwf0OqNzPxlD0cyS2nvZMP8mQPrbD2CGgTmbE/m/VUxaPUmLDRwa98Apg8OpquvM0aTQuQbayjTGkjIK28wWOWWac3h6fGRYeYwpDMYeWzhfnPn97tr+uukFFTw3OKTzTqvqjkhd3q91ciuJ8seFu1NMxerfz450nw68ITtCfm89E/9IbM+OxMLzKFqRBdPvqknqJ2NCp2BJ36PNo9PemxkZ54c1VkGKreAy/Uzz93RBl9XO7JKtMRklzU4t/R8tfpgtWrVKhRFoUuXLsTHx/PMM88QHh7OjBkzADV5Z2RkMHfuXAAeeOABvvzyS5599lnuvvtu1q9fz6JFi1i2bFlLvg0hmlVVtZGX/znMH1HpgNo9/ZNJEXU+TBuTVVLFuyti+Cda7SzuaGPJQyNCuXtIcJMG3eaV6fhkbSy/7U7FpIC1pYa7hwbzyIjQRv8muCEml8d/20+p1kB7Jxu+u7NvvafA0gorufMntbFlRKAbP9zVr9aptbwyHff+ste8mvLc2JPdxMt1Bu6du5eiSj09/V354Nbe5g9wvdHEIwv2sye5CGc7K+bePbDe4ccF5Toe/y2arfHq/MIhoR68Oq57ra7NVpYnQ4G3S/0fVIqi8NKSw5RUqf2nZl55csvww1XHzVt9H9U09aw2qNd3YpTNk6PUuiqdwcjDC+rWW4F6avOlmpW5WaPC6rQqSCmo4KFf1bqrmyL8aoXM+uxJLqy1UnW+oSq9qJKZv+wlJrsMGysLPri1FzdF1G2XI8SF1s3XhawSLUczSy/fYFVSUsLzzz9Peno67u7u3HLLLbz11ltYW6s/uLOyskhNTTU/Pjg4mGXLlvHkk0/y2WefERAQwI8//iitFkSbEZtTxkO/7iM+txwLjboC8vCIkAYHHJ9OZzDy45Ykvlyv1kFpNDCpXyBPje5S66RcQ6qq1TqsrzfEU1FtBGBMd2+eG9u1VlH46Ywmhc/WxfHF+jgUBSI7uPH1HX3qPX2XW6Zl6k+7yC7V0tnLiZ+n969VLK0Wb0eRWaKlU3tHPp8caV7JMpkUnvw9mpjsMvV04V19zUFRLRI/xNpjOdhaWfDTtP71nkLbn1rEw7/uI7NEi721Jf+7vitTB3aos7qSkFdOmdaAhYYGhw7/eyCTVUdysLLQ8MGtvbGu+X3aHJtn3pZ775Ze5tqu91fGcChD3c77bPLJuqp3lsdwJLOUdg7WfDYlwnx7mVbPQ7/uQ2dQR/M8PKJ2aCrXGZj5y15z5/X36qm7Ov29z/hZHUp9Zef25739F5VSxP3z1K7w7Z1s+eGuuqc9hbhYuvm5sC4ml6OZF67OqtUHq4kTJzJx4sQG758zZ06d24YPH87+/fsv4FUJ0TKWHsjk2T8PUqU34uVsy6eTIhh8Fl3Bt8ap20EnRsn0D2rHK+O6m+t6GmMwmvgzKp2P18SaO7j3CnDlheu6MrCTR6PPzSvTMWtRNFvi1NWfOwZ24JVx9c/dK6nUc9dPu0kpqCSgnT3zZw6sVdisKAqvLj2irjjZWvHDtH61eml9tOa4uTj7+zv71gpu7686zuJ96eZmmgOC6/6N9Z/oDJ754yDVRhOd2jvyzdS+dPGpf7bYwprxQCO6eNV7Si63VHuyPcTVoeYaj4JyHU/VbGFOvaID19S0UNgQk2sutP/g1t7msLb6SPYpdVUR5vekKArP/3WIpHy1TuzjiRG1tm9NJoVZv0cTl1uOt4st35+h8PxIZgnTZu+mXGfgik7ufH/n+RWqL9mfwbN/qt/Lrr5qQ9aGAqgQF0P3mr9IHUgvvmBfo9UHKyGEun311rJj5g/XIaEefDY5ss7g3obklmp5/b+j/HcwCwBPZ1teuK4rN0X4nbHGRVEU1sfk8u6KGHPX9IB29jwzpgvjevmdsQ5re0I+j/8WTV6ZDjtrC96e0JOb+wTU+9gKnYHpc3abV5t+nTmwzlDfuTtSWFBT1P35lMhap9qW7M/gqw1qO4P3bulZa2Xkxy2JfFPT6uCdm3ua+0GdYDKpA52/3KDOHrymmzcfT+zd4LZmhc5g3oqtb47gidBzYgvwxEqSoig8++dB8sp0dD6ltUJuqdYctqYPDjKHrcziKp6pqau698rgWv13Fu5O47+DWVhZaPjyjj51xsp8sT6e1Udz1Ll7U/s2OiA5Precu37aTanWQL+O7fhpWv8mbQnXR1EUPl8Xzyc1w6JHd/Pmk0kRZ3WgQogL4cSBjZjsMooqqi/IaVT5Uy5EK1dQruPhBfvYmVgIwIPDQ3jqmrAmbf0pisLve9J4a/kx85bVXYPUHlBNORETlVLEeyti2J2sfm03B2seGRHKnYM6nrFLd7XBxKdrY81zAcO8nfjy9j6ENTBZXqs3cu/cvexPVdsIzLtnQK22CaCuuJ1ofPncteG1QkZUSmGtwu4JkSfD2z/RGby5TO3W/syYLrWK3E9c6/8tPmhuqnr/VZ34vzHhjYbG3/akUVKlJ8jDod7+XH9GpbMuJhcbSws+vO3kFuD8nSnm2z+bHImdtaXah+uPAxRWVNPV14XnxoYD6vbpE79Hm8fHPDMm3Pz6MdmlvLZUXQ179toudRrArjuWYw42b47v0ej2W3pRJXf+pI766eHvwuwZ/c85BFUbTDz/1yEW71ND5/3DOvF/1zb+vRTiYmnvZEtnLyficsvZlVRYq+1Jc5FgJUQrdmJAbmaJFkcbSz6eFMGY7k37QZCcX8H/LT7IriQ1FPUKcOXtCT2btO2XlF/B+ytjzA0+ba0smD4kiIeGh+Jqf+ZAlpRfweO/7TefNJzYL4DXbuzR4ArIiYaX2xMKcLSx5Je7B9QZwRKfW8ZDv0aZO43fd8oom7TCSu6bG0W10cTobt48O6aL+b5NsXnmk4MzhgTx0PCQWq9bqtXz4PwotsUXYGWh4Z2be3Jbv8aPnmv1Rn7YrLYMuP+qkDotItKLKnl9qRoAn7ims/m9xOWUmQPe/40NN9d3zd6WxJa4fOysLfh8coR5++2bjfHsTlJn/X0+OdK8dVpVbeSRBfvNdVUzh9ZuP5OcX8ETv0cDcNegjkzs3/D7KSjXcddPu8kq0RLq5cTcuwee85iaUq2eB+ZFsT2hAEsLDW/c1KPe1TwhWtIVnTyIyy1nZ2KBBCshLieLo9J5/u9DVBtMBLd35Ps7+9Y6kdYQk0lh9rYkPlx9HK3ehL21JU+NDmPGkOAzdggvrKjm83VxzN+ZgsGkmNsLPHlNWJNGvJhMCnN3JPPuSrU9gZuDNe9M6MnYRlpA6I0mHl24j/UxudhZW/DjtP5EBLrVekx+uY4Zc/ZQqlVn1J3aabykUs/0U2befTLpZJ3R/tQiHqgZyHxDL19eur52Y9H8ch3TZu/mSGYpjjaWfHVHnwa7w5/qp61JZJdq8XezZ0Jk7dNtJpPC038coExnoE8HN+6r6Xyu1Rt5dKEahoaFeTKjZgTNkcwS3lupzvt78fpu5t/j6LRiPlmr9ud6/aYeBJ1yMOD1/44Sn1uOl7Ot+TThCZXVBu6fp3Y079PBzbzVWJ9ynYHpP+8hMb8Cfzd75t0zoM52YlNllVQxffYejueUndX3UoiL7YpOHszbmWI+8dvcJFgJ0coYTQrvrYzh+5oVkZHhXnxSTzfy+qQWVPL0nwfYXbNKNTjEg3dv7nXGYcI6g5E525L5cn28ueP6iC5qC4OGCrdPl1ZYyTN/HjBvWQ4J9ahVgF0fvdHEE7+pTULVcTP9ag0SBnV15t65e83Dk78/5ZSazmDk/vl7ScirwNfVjtnTT25hxeeWcfccdQzLsDDPOoXdaYWV3DV7N0n5FXjUzA9sympebpmWr2vqsJ4Z06VOcffsbUnsTCzEwcaSjyeePL33/srjxGSX4XFKa4WqaiOP/xaN3qhwTTdv7qhZ3anQGXjiN7XT/A29fLm5z8nwtvJwFgt3n2wc6nFKnZ2iKPzvr0MczymjvZMt30ztW+8BAVBXCe+ft5dDGSV4ONow754B5zwfMTanjGmz1VUvL2dbfp7R39zlWojWZmjn9lhbaojPLSc+t4xQr6b9jGsqCVZCtCKlWj2PLthvbrb5yIhQZl0Tdsb6FEVR+GNvOq8uPUJltREHG0teuL4rtw+o2yLg9OetOpLD28uPkVqodkzv7ufC/67rypAmnjY0mRR+3ZXCOytiqKw2qu0JrgvnjoEdG71uvdHEYwv3s+JwNtaWGr6d2ocrO9fuv2SoWc06UXf184z+5iChrgwdZGeiulX207T+5uLstMJKpv64m6KaFgPf3NGnVsCIzy1n6o+7zKtO8+4ZUG8vq/p8sPI4FdVGege61WmyeTSzlPdXHgfgheu7mleZNh7PZfa2mtN+t/Uyt7V4a/nJladT2yC8uUztYO/rasdb40+uzmUWV/F/NY1D7x8WUuf3aP7OFJZEZ9aceoxssFj9xKratvgCHGwsmTOj6e//dHtrel6Vag2EeDryy90Dzqqfmvh/9s4yOoqDjcJ3N+4hCfGEuBB33N2LOwS3UloKhRba0pYCbaFAS4sT3CkOxR3iQkLc3ZPdyOrM92N2JwnRjSD95jmnp4e1zC5k584r9zK8a7RUFNDTRg+P4gtx63UePh3ICCsGhv8kmSWUiWJ8PhfKCmz8OtENo5txxwaAsioB1l96Tc9D+Vrq4LeJbs1WqRLzufj+WgyeJxUDoDYF1wy1x0RP0xYPGicVVGDNhUg6TsfXUge/TnStN3T+NlLH8X9jqI21v2d6YoBD3S09kiSx4XI07sUWQEmejYNzanLtSJLEzzdjcS0yB/JsFvbN8qbnlQq5fMw+HER7YAX4+9YZxI7OpiwFiisFsNVXx/H5fk1G0dQmKqsMFyRD2d+N7lrnc+IJxVh1NhwCMYFBjvqY7ktVn4or+HR49JzuXej3+SAuHydeUXYN2ye70S24u2/yaQf17ZPdaCsJMUHii3PUILubqRZW1zIIBai2Z+3B/qYsMLbejsNVyWe3d6ZXi3IgG+JhXAGWngwFT0jA01wbh98Kv2Zg+FAZ7mxICavoPHw60LZdX5sRVgwMHwDhGaVYcDQExZUCdNZQwuE5Pi062b1KKcbnZyOQW86DPJuF1UPssaiPVZOzVBV8EXbfT8ThZ6kQESQU5dlY2NsSy/rZtHgTjCcU4+9Hyfj7UTIEYgLqSvJYM9Qes7o1XaWSPnfx8VA8TiikbABmNSyqttyKw5ngTLBZwK6pHnVckv96lFzj9zTJFb1sqcpNWZUAsw4FIpWeGarrgRWaXoK5h4PB5YvgbKKJY/P8WjxTJBQT+Oria5AkMM7duN4W3rbbcUjIr4CeuiIdfiy1ViiqoKwV1o+g3OELuXyskYit+b0s6UpdAZeHry5KrRWs0MO6piK193Ey3WLcNdWD3jIEgNJKAZafDINQTGKYk2Edd/e3Of4yjW4zb5vgWs+lvaVcjczBF2cjICJI9LfvjL9meLXanoGB4V0zuKshvv4nGm9yOUgurGg2jFwWGGHFwPCeufsmH5+eDgNPSKCrkSYOzfVudtZFTJDY8zAJO+8lgCABS4n7eFNijCRJ3I7Ow6Zrb5DH4QEABjka4NtRXZutbtXmeVIRNlyuMRntb98ZP493adF8DpcnxIKjIQhMLYGKghz2z/aq1/4DgD0Pk+iT/5bxLnU2d04GpuPXf6l224aRjrStApcnxJwjwYjL40JfQwmnFtatRD1PKsKCoyGoForha6GDQ3O9ZQph3fsoGbG5lPP5N28NhD9OKMSR52kAKGNPqb8Yba0gz8buaZS1AuX+HoXiSgEcDDWwRrLBSJIkvroQRVsu1K5IhWeUYsddyjph0xinOoPshKSSlVPOg6WeGn6d1Liz+v3YfHx3lbJoWDPUHhO8GvYTa45zwZn46lIUSBIY625cx06CgeFjQEdNEX3tOuNBXAHOBWfSFz3tASOsGBjeI8dfpuG7qzEgSKCffWfsme7ZbNWoqIKPVbUy7CZ4muKHsU5NPi+vnIeNV6LpAFxzHVV8P6ZrvUpRUxRX8LHlVhwuSEwxO2so4fvRThjhYtiiIN1CLh9zj1AbeOpK8jji79NgVtf+J8n47Q4lIjaMdKwTznwpLAsbJJl4y/tbY4Fk466SL4L/kWBEZpahk6oCTi7wq9OOvPsmH8tPhkEgpjby9s2UrbqSVMDFHw+ogfXvRjvVif6hWn2UncPs7l1ob62E2tYKwxxo1/UTgRm02JL6WElvfxhfKLndnfYJq+CL8NmZCIgJEqPdjDHxLTH058MkPIwvhJI8G3umezYqFqOzy7HiVDgIEpjqY1bPdqKlHH+Zho0SN/npfub4aawz41HF8FEyzdccD+IKcD40C18MsWvWm6+lMMKKgeE9QJKUy7f0ZD3N1ww/jHVu9qo/LKMUy06EIY9DZdj9OM653on27Z9zOigTW27GgssXQZ7NwtJ+1lje36bFUSUEQeJ0cAZ+uR2P8mohWCxgdrcuWD3UvsV+R2lFlZhzhIqp0VNXRIB/wxt4h56l4ueblPXA54PsaOEEADeicvHl+UiQJCVgvhxCVXqqBWLMPxqMkPRSaCrL4/h8vzq2FFcjc/D5WUqYDHMyxK5p7jJ9gYoJEmsksSwDHPQx1r1m7o0kSXx1kXJRtzNQx9eSq16ekJoh44uoEGOptUJyYQU236DmoL4a5kBvXNa+fd0whzomqt9eiUZGSRVMtFXw0zjnOiL2RVIRbQL64zjnBnMPAcoKYf5RakOyt60efnzrdVrKkeep2CTx55rfyxIbRjq26nUYGD4E+tt3hoGmEvI5fNx9k49Rrs3PtLYERlgxMLxjRGICGy5H40xwJgDgi8F2+HSATbMnqJOB6fj+agyEYhLWndWwd2bTvlbUBlkUnc/nbqaNrRNc6hlvNkViPhfrL71GSHopAMDRSBM/jXOGV5eWh+iGZ5Ri/tEQlFQKYKajguPz/Oq0sqTse5yMLbcoUbVygA0+G1QzUHrrdS5WnqGqLZO9TfH9aCewWJRdwbyAYLxKKYG6kjyOzferI9jOBmdg3SVqLmq8hwl+meja4rBqKYeepSA8owwaSvL1hM3xV+m4F1vXRR2g5q3i8rjQU1fEr5NcwWazIBAR+OxMOHhCAr1s9Gix9fbtcyW3A1REz6WwbMmcmXsdc9a8ch5WngkHKflM3naTl1LBF2FeQAjyOZT42zPDs1Vtu8PPUunh+GX9rLFmqD0jqhg+auTl2JjibYbdD5JwOiiDEVYMDB8jfJEYn52OwO2YPLBZwE/jXJp1phaICHx3NQang6gNsuHOhvh1khvUG2n9kSSJf8Kz8d3VGHB5IijJs7FmqH2LDEKlVAvE2PMwCfueJEMoJqGmKIfVQ+wxu3sXmYTJnZg8rJSIBmcTTRye6wN9jbobeCRJYtf9ROyUmGF+OsAGnw+umS+6EUWJKjFBYryHCbaMp4RKlUCE+QEheJlSDHUleRydV9dYtHZ1ZYafOX5sRcsqqaCCbkt+M9KxjidXbC6HbvWtG17T6nsYV1Bn3kr6fn+/l4DobA60VRXwWy1Tz52N3J5RXEW3PVcOtKUzzgBqkH75qTAUVVBzWpvGODd4/GKCxGenwxGby4GeuhIOzfFplav68ZdptKha3t8aXw5hRBXDf4PJPmb442ESnicVI62ossGLPllhhBUDwzuiSiDComOheJZUBEU5NnZPc8cw58YdyQFqfmfJiVAEp5WCxQLWDnXAkr5WjZ7UODwhvvknGtcicwBQVartk91k2ngJTS/Bl+ej6OH0QY76+GGsc5NGn29DkiQOPk3Fz7diQTYxPya1TTjwlNrw+3KIHVYMqKlU/ROehdXnIkGQwHhPE/w60Q1ybJakChOMoNQSWlR5ddGhX3PPwyRaEC3qY4X1wx1kFgJCMYEvz0dCICLQ21YPU2rFwlQLKBd1gYhqD/r3tABAbfXVjs+Rzlu9SinG3sdUAPTW8S70UH1jtwtEBD49E44Kvgg+Fp3w6YC66+Bbb8UhNL0UGsry2NvEvNjPN2NxP46yqzgw2wtmOrL7S50LzqRnqpb0ZUQVw38L006q6GvXGY/iC3E6OAPrh7d9iJ0RVgwM74DyaiHmBQQjNL0UqopyODDbu1kDzoR8yjk8q7QaGkry2D3No07o8NtEZJbh09NhyCyphhybhVUDbbG0n3WLK0wVfBF+vR2HY6/SQZKAgaYSNo1xxlAnA5lOpEIxVWE7FUhV2Gb4mWPTGKd6xyESE1h36TU9DL9hpGOdmapTgRn45jLVxpvkZYqtE1whx2ahvFoI/yNBCJO05wLm+dKtSZIksfVWHPZJNgpXDbLFZwNtWyUE/niQhIjMMmgoy9P2CVI2XYtBUkEFOmso4deJ1H0EQWL1uUh62++rYVRgclmVAJ+fjaBbdlIxLb2dkLy/2iL713/jEJlZBk1lefw+xb1OpfFaZA4OSa0mJro1eoV94lU6/bjtk92aDGFujGuROfjqUo0txFfDGFHF8N9juq85HsUX4nxIFr4Y3PYhdkZYMTB0MCWVlLdSTA4HmsryODrPt9mT3LPEIiw9EQouXwRzHVUcnuvdaOwCSZI4+iINm2/GQigmYdpJBbunedTzWWqKsIxSfHYmHJkl1QCofMCNo7q2KHC5NuVVQiw/FYZnSUVgsYBvRjhifi/LeifjKoEIK0+H415sAeTYLGx9K/i49rzV7O5d8P1oJ7DZLBRX8DHnSBCisznQUlHA8fm+cDXVBkC1vTZcfo3TQdTs2ttCTRZC0krw5wOqNfnzJy4wqVWtuxaZgzPBlIHnzlqRMgefpdBByn/UslZYf+k1ciVWCN+NdgIgiZ75h7rdQlcV349xol//YXwBXcH7dZJbHRfzhHwu7XO1tJ91owGyzxKL6tgqtGZ25GFcAS0Ip/uZM4PqDP9ZBjjow1BTGXkcHm5H52Gsu0nzT2oCRlgxMHQghVw+Zh4MlGS3KeL4fD96FqcxzodkYv2l1xARJHwtdLB3llejJpZVAhHWX3qNKxFU62+EiyG2jHdtsSASiQn8/SgZO+8nQkyQMNFWwdYJLg16SzVHalEl5gdQgb5SE8vBXevbORRV8DE/IBiRWeVQkqdEyBAnSiAQBImttXISl/S1pqskueXVmHkwEMmFlZJsOz96C44vEuOLs5G48ToXbBYlhqb6Nj271hgcnhCfn6MqSeM9TOq432cUV+HrS1SkzPJ+NnTVMTKzjI6y2TiqJkj5THAmbkXnQZ7Nwq6p7nQr9FRQBm6+lt7uQd+eU1aNz89GAKAE5VCnGuHE5Qmx5HgoqgRi9LTRxerBdZ3XpSTmc7H0RCjEBIlPPExaZasQklaCpSdDISJIjHEzxk9jW7dFyMDwMSAvx8ZUXzPsvJeIk68yGGHFwPChUsDhYdqBV0gurJQYVnaDjX7js04kSeKPB0m0EeRYd2P8MtG10bJ0ZkkVFh4LQVweF/JsFtaPcMS8nhYtPgEWcHlYfjIMwWml9M/7cZxzq4abXyYXY+nJUJRVCWGspYwDc7wbDOGlgpFDkFFShU6qCjg4x4du41HO5lG4FJYNAPh6hAMW9aFEQUphBWYdCkJ2WTWMtJRxYoEfPTdWyRdhyYlQPE0sgoIcJVRGuDQ9u9YU316ORmZJNUw7qeD7sTWVJIGIyi3k8kXw7tIJqyRbi1yeECvPhENEkBjubEhH2SQVcLHpWk3VSFpZi8/j4odrNZYLbpKBe6GYwIpTYSirEsLFRAvfjKyZ9ZBm+6UUUWHTu6d6NNjiLa7gY95Rylne10IHWye4yCyIpC1onpCaH9s+2Y3xqWL4zzPVxxx/PEhCUFoJEvK5dSxPZIURVgwMHUABh4epB14hpZA6EZ5a2A2WTWybiAkSm67F4NjLdADNr7OHpJVg8fFQFFcKoKeuhL9meMLXsr7ZZmOEZZRi6YlQ5HP4UFeSxw9jnfCJh0mrqhJngzPwzT/REBEk3Ey1cGC2N/QbCP99mliIZSfDwOWJYKajgqO1gn+5PCGWnqBaiHJsFrZNcKX9uSIzyzAvIBjFlQJY6qnhxAI/ujVXUimAfwBlDKqiIId9s7xaHdECAFcisnE5Ioe2N6gtMn+5HYfIrHJoqShg51R3yMuxJS29aKQXUz5TW8dT81Y8oRjLT1LbkL1t9bCwlpHpspOhtL/V/F410TNbbsZRc2PK8tgz3bOOoN7zMKlWrqIX3X6sDU8oxsJjIcgsqYa5jir2zvKSeVYkp6wasw8FgcMTwatLJ+yZ3jprBgaGjw1DLWUMctTHvzH5OPkqHZvGNrxp2xIYYcXA0M7UFlUm2io4vbBbk5ExQjGBL85F4lpkDlgs4PvRTphTy8vobS6HZ2OtxLDS2UQTB2Y3H4FTm3PBmfjm8msIxSRs9NVxYLZ3k6KvMcQEiV9u1wyKj3Yzxq8TXRs0Hj3xKh3fXY2BmCDh3aUT9s2qEQe55dXwl0TRqCrKYc90T3pI/0lCIZacoNpfziaaCPD3peNiskqrMPtwEFIKK9FJVQGH5/q0akBbSlZpjb3BpwNs6S1DgApMprMJJ7rSc09ngjNxLTIHcmwWdk/zoAOTf7j+hm7/Sis+JEli45VoJBdWwkBTCTtqVYJuROXi8HPJoPmkugHaD+MKsENiAvrTOOc6lhJSpJmEYRnUwPvhuT4tzkCUUl4txNwjNeHVh+Z4M9l/DP9XzOzWBf/G5ONSWDa+Gu4AVcXWSSRGWDEwtCNFFXxMPxjYYlHFE4qx4lQY7sUWQEGOhe2T3THGrfFB4/1Pkmln8mFOhtgxxa3Fv/wkSeKvR8l0zt4IF0P8MrFxP6ymqOSLsOpsBB2R89lAW6waVH/7Tigm8MO1Nzj+iqrEjfcwwZYJLnQlJTq7HPOPBiOfw4eeuhKOzK0Jn74QmoV1F6MgIkj0stHD3lle9LHG5nIw53AQCrh8GGsp49h830aH+1uCSExg1ZkIcHkieJhr49MBNvR92WXV+OIcZaEwt4cFPQ8Wm8vB95IB8S+H2NMtzSsR2TgVmAEWC/h9ijvtY3U2OJM2+9w91YMWlon5XKy5QL3+4j5W9OsDVDtx5WnKBHSGnzkm+zRsArrjbgKuRuZAns3C3lleTbacG4IvEmPRsRAk5FfAQFMJR+f5QltVNmHGwPCx09NaD+Y6qsgoqcK92IImv4ubghFWDAztRGmlADMPBiKpoAJGWsrNiqpqAdW6eZZUBCV5NvbO8kJ/+4btFN72e5rfyxLfjHBs8ewLSZL48XosXRVpi3N2XjkP8wKC8SaXA0V5Nn6d6NrgsGdZlQDLTobhRXIxWCxKfCzrZ03/zDsxefjsTASqhWLYGajj0BwfmOmogiRJ7L6fREe1jHU3xq8T3aAoT7WkXiQVYfFxamPS3kADAfN8ZKrYNcSu+4kISS+lbC1qzS8JxQQ+lcw9uZpqYf0IykKhgi/C8pNh4IsI9LPvjMV9qFZfcmEFPdy+or8NvQQQnV2Ob6UibKg9/Kx0AVCD8oslA+ndrXTpQGaA2rBccDSEnpeSbhS+zbmQTDoa6efxLuhh3bSNx9tIw58DJZ5gR+b6yuRZxsDwX4HNZmG0mxH2PEzGtcgcRlgxMLxPuDwh5hwJQlweF50lg+rNiap5AcF4mVIMVUU5HJrjg+7Wug0+liCoFtJJiS/U+uEOWNxXtk2vX/6Np0XVxlFd68z2yMKbHA7mBQQjj8ODnroi9s3ybjDeJj6Pi4XHqCF1NUU57Ky1ISitnP12Jx4kCfS21cOeGZ7QVFaAQETg639qvK2W9rPGmiH2tIC8EpGNL89HQigm4WupgwOzvOn2W2t5kVSEPx/WCJPaJprbbsXR7TXp3BNJklh3MYoeJN8x2Z12gl96IhSVAjG6Welg1SBqa6+0UoAlJ0IhEBEY6KCPJZKBfIIg8fmZCKQUVcJYSxl/Tq8r6JadCkWaZHbr75metLCszbPEIlrIfTrAptFYm6bYcTcBlyMk1a6ZXo3mDTIw/D8wytUYex4m43F8ITg8YauWeRhhxcDQRqoFYswPCEFUVjl01BRxaoFfkzNL0tDg2lEsted5aiMmSHx96TXOhlC+SdsmuMp88jz4NAV/P6LcvbeMd8G0VtoQPE0sxJLjlHCw7qyGAH/fBp28773Jx2dnwlEpEMNMRwX7Z3nTFhM8oRjrLkbhssQeYmY3c3w/mjIPLa8SYsmJULxMKQabBWwa64xZ3boAqN/GHOlihO2T3VocJN0YhVw+PpN4NU3xNqtjrXA7Oq9mrmqSG/1ej79Kx/WoXMizWfhjmgd01BSpIfZLr5GQT5mG7p7qATk2C2KCxMoz4cgqpQbKpSIMoATN/bgCKMrXHUgnSRLfX43B86Ri2ky2oWH1uDwOlp6osUT4ohH7haaoU+36xAW9bGWrdjEw/NdwMNSAdWc1JBdW4m5MPiY0EXLfGIywYmBoAwIRgSUnQhGUVgINZXkcm+fbZDAyXyTGouMheJFcDDVFuSZFFUlShpdnQzLBZgE7JrtjnIds/iqPEwrpPLs1Q+1bLaouhWVh7QVq3qm7lS72zvSqVymSRslsv5sAkgS6W+nirxme6CQZos4tr8bi46GIyiqHHJuF78c40cKptgeWmqIc/pzhSbdFhWIC316Jpo0/F/SyxNcytEEbgyBIfH42AoVcPuwNNOqYdKYVVWKNJJpmYW9L2k8qPKMUP0oy89YNd6Dz+46+SMPlCGqIfc90T3or8td/4/E0sYjeWJR+Zlcjc+gq2bYJLrTlAgAcfp6Gk5IZrV1TPRqsIOWV8+B/RGKrYKmDXye5ytzWfZFUVKdt2dj8FgPD/xMsFgsjXY2x+34iHsQVMMKKgeFdIvUWepxQCGUFNgL8feBsUt+7SQo1rxOOp4lFUFWUw9F5vk2Kqi234nA6KFOy+u9Rp5rSEgq4PKw+FwGAcs5ujVEkQFW8pOJstJsxfptU31urWiDGmguRuB6VCwCY1a0Lvh3dlV7VD00vweLjYSiq4ENbVQF/TfdED4m55quUYiw5UeOBdWiuD13h4vCEWH4yDE8Ti8BmAd+PccLs7hateh9v8/fjZDxLokTPnhke9AYcTyjG0pM1flVrJdE0xRV8LDsZBqGY8quStlODUktqwpiHOdC2F1cisukcwG0TXen3FJ5RSucJLupjhU88ar6478Tk4acbb+jXashglcOjtvdyy3mw7qyG/a2wVUgqqMASSbVrlKsRVg+RvdrFwPBfpae1LnbfT0RgaglIkpT5ooURVgwMrYAkSfxw/U3NJtZMr0ZFEkCJsK8uRuHOm3woyrNxcLY3Xe1oiL2PU2j38a3jXWUWVQDw9aVoFFVQuXXfjuoq85cDSZL4/W4CdktaRY1VinLKqrHoeAiiszmQZ7Pw4zjnOpWx00EZ+PZKNIRiEg6GGjgw25tuq50JysCGyxIPLDNtHJjtRW/RZZZUYf7RYCTkV0BVUQ67p3pgUANCozUEpZZg+x2qrbhprFOdjcJvr0QjNpcDXTVF/CnxcRKJCaw8E47cch6sOqvhF0k+YE5ZNZZJHMpHuxljQW9KbEVmlmHtBSp6Zlk/a3oINqu0CouOU/NWgxz16TxB6XM+O1MTIbOoT/04Hr5IjKUnQulZvgB/2bf3SisFmH80GByeCJ7m2vhtkhvjqs7AUAs3M20oyrNRVMFHalEl7bfXUhhhxcDQCvY+TkHAizQAVMBtv0a2+aRsux2HS2HZkGOz6lRrGuJGVC623aYsFTaMdGxVi+Z5UhHuxeZDXuKvJOssEkmS2HTtDf0evxxih+X9beqdgEPSSrDkRCiKKgTQUVPEXzM80U2y8SYQEdh0LYYeuh/hYohfJ7pBTUkeIjGBzTdjceQ59fqjXI3w26SamamwjFIsOhaCogoBDDSVcGhO09VAWSipFGDl6XA6smZSrVL/maAMnAvJoiwRpnnAUIsSeb/8G0/PPO2d6QUNZQXwhGIsPh5Ki9dtEpfznLJqLDgWAr6Ici5fPYTa9OPwqCDuQi4fDoYa2CmZwwKA9OJKzAsIRrVQjD52nfHDGKd6nzVVIY3C8ySqjXxkrk+DM25NIRQTWHoyFOnFVTDtpIL9s73bPKfGwPBfQ1lBDu5m2ghKLUFgagkjrBgYOpp/wrNo4bNxVNdmc6UOPUulTTR/meDaZNUlMrMMX0jad3N7WLQqRFhqzQBQhneyRjPU3kJksYAfag2R1+Z8SCa+/ocyGnU00sSB2V60cWYhl49lJ0MRnFZaz2qhvEqIFaep9h4AfDHYDp8OqBFt1yJzsPp8JAQiAl2NNHFormwGqM29tzXnI5HH4cFKTw0/jqvJwHudVWOJsHqIPZ0DeC0yh64e/jrRDXYGGpRFwcUovM4uRydVBRyY7Q1VRXlU8kVYcDSEntvaNdUdcmwWBCICy06E0T5Rh+f60J5cxRV8zD1COcs7GWvirxme9eJqSJLE5puxuFbLq0pWoUmSJL67GoNXKSVQk2yi6jUwFM/AwAD4WeogKLUEYemlMs+mMsKKgUEGXiQX0S2eRX2smrUt+LfWzMxXwxyaHISU+j7xJWv5G0d1beUxFiMmhwNVRTmsHGgr03MJgsT6WluIv0xwxaS3thDFBImtt2o8tYY7G2L75Bqj0sjMMiw+Hoo8Dg8aSvLYNc0dAxwoMZlUwMXCY6FILaqEioIcfp/ihmHOVK7f25t/gxz16wQUtwcHnqbQm3h/TK957ZJalgiDHPWxVGJnEZNTXmPe2dcKI12pY/3zQRKuSCwK/prhBTMdVYjEBD49HY43kjbiwTne0FBWoOwZLkXhWVIRba0h9Ymq5IswLyAYqUWUoeyRWoKrNn8/TsYhekPRtVUh2SdepdPGpbumesDesPWGqgwM/3UcDKmZyMSCCpmfywgrBoYWklTAxeLjoRCKSYx0McK6WvMxDRGdXY5VkpmZGX7mWNK38eoTSZJYfS4S2WXV6KKrit8llY7WcFTSvpvgaSpTrAlBkNhwJZreQvx9inu9alwlX4TPzkTgXizluL5yoC1WDbSl564uhGbh639eQyAiYKOvjv2zvOgy+oO4fKw8HYEKvggm2io4MNub3nh7279qvmSeq7WfQUOEpJXgF4lo+250VzokWkyQ+OxMOLLLqmGhq4rtEkuE4go+Fh0LBU9I5fqtHUr9fd96nYvtkqDsH8Y6o7u1Lj1z9yCuAErybBycUzNH9tudeLoNvGeGJ11pEogILDsZhsgsqup1dJ5vgxmLZ4Mz8Mtt6rg3jHSsM+zeUl4kF2GTJPh57VCHdptVY2D4ryJNL0guZIQVA0OHUFopoFywJeG022vlvDVEIZePhcdC6JmZTQ3MzNTmXEgmXUn5S2KW2RqKK/i4H1cAAJjTo377rjFIksS3V6PrRLG8LaredlzfPsmNHqoXiglsvhFLz2QNcjTA71Pc6IrN3scp+OXfOJAk4Guhg79metJtqLIqqlr0KqWE8q8a44RZ7bT5J6Wogo8Vp8Ihlng+Ta9V2q9rieANLRXKqHTpiTBabEl9qcIzSrHqbAQAqlU73Y96nX1PUnDsZbqkGuROZxYGPE/FnofUZuDPnzjTFhK1N0pVFORweK5PgzE0N1/nYr3EEmFJX+tWtYYzS6qw/GQYRASJce7GTQp8BgYGCmNt6iKHyxOhki+SqXLOCCsGhmaQelVJXbD3z/JqcuCXOimH0htktR21GyKnrBo/Xadmor4cYkdXUlrD7Zg8iAkSziaaMmXnbbsdjxOvKFH120S3eqIqLo8D/yPByC2v77heWinA8lNUdA1A5QZ+JqliVQvEWHsxCtciKUPQab7m2DTGiXYRr+1fpa4kjz+nezS7CCArYoLEqjMRyONQ9gQ/j3ehRe6NqNw6lgj2hhqSWaRoyptMSR4H51Du7lmlVVgoGUrvb98ZG0Y6AqBsFbbeki4bdKVbm1cjc7BJ4nm1erAdpvhQIoxaDIihN0r/nunZYHj044RCfHaGGrKf5muGr4bZ13tMc1TyRVh4LASlkkierRNk97tiYPh/RENZAWqKcqgUiFHA5cOSEVYMDO3Hj9ff0Dlqh+f6NOiCXZstt2Lp3LkDs72brT5tvhELLp9afZ/fq23VhOuRlI/USJeW2zP8+SCRFhc/f+JSbw7suSSbr4Ivque4Xju6RlVRDjsmu2OYM2Wm+bYNw/djnDCz1hB8cFoJFh4LadC/qj3ZdT+R9qvaO7NukHNtPympJcKR52k4HUTNmO2e5gEbfQ2UVwnhfyQYRRUCOBpp4o/p1ID508RC+jXm97KkZ+4exRdg9TmqDTynexesqBXq/PvdBByVVLca2ygNSi3B4uMhEIopn6mfxrnILIgIgsQX5yJoa4Z9zVwQMDAw1EVTRQGVAjG4PKFMz2OEFQNDE5wJysDxV+mSk6x7swO/N6JyaQuBHVPcYd3Mmm5wWgluvM4FmwVs/sSlTTNFRRV8BKZSVaNRkiHr5jjxKh2/3aHmhb4Z4Vhv++VqZA5Wn4ugs/n2z/KifZPux+Zj5ema6JqDs33ozyc0vVRiRcCHjpoi/p7hSQcPA8DF0Cysv/QaAjEBNzNtHJztjc4a7b+h9jC+AH88SARAxflIXfFLKwVYdJxq1fay0cNaSfjxw/gCetng6+GO6O+gD75IjMUnQpBYUAFDTWUcmuMNdSV5vM4qxxLJzN0oVyN8M8JR8t4pCwrp7d+OrmkDH3iSQvuCbRrj1OBGaVRWGeYFBIMnpAKed0xu3bzdrvuJ+DcmH4pybOyd6dVum5UMDP8vSNt/FXyRTM9jhBUDQyNEZJZh45VoAMAXg+zozbbGyCypwrqL1Mbg4r5WDbpmv82vkqHkKT5mba7W3I7OA0ECLiZaLfI3uh6VQ7+/lQNtsfAtQ8rDz1Lxg6SVNdLVCDsmu9EhxAefpuLnW7EgSaCblQ7+nuFFR9dcCsvCuouUaHrbEJQkSey8l4hd9ymxM8zJEL9Pcaddz9uTrNIqfH62ZnlAGgckEhNYcToMmSVUfp+0VRuXx8Gnp6jW2xRvMyzobSmxZ4jCq5SaiqWxtgqSCysw50gQKgVi9LTRpWfuYnLKMfdIMD3wXlsUnQxMx+abNfFCDTnIx+ZyMOtQECr4InSz0sHemV4Nhi83x+3oXPoz/ukT5waDshkYGJqGIEkAAJtxXmdgaDullQIsl8SXDHMyrNPKaQiRmMDnZyPolt6aIc3Pw0RnlyMorQTybBZWDWp7pIh0o25MC1zanycV1REdnw+qsWUgSRI77ibQ4bxze1jg21FdwWazIBQT2Hg5GmeCqdy+ab7m+GGsExTk2CAIEr/eiacDn4c6GWDHZHf6qo8vEmPdxdf4JzwbALC0nzXWDLFvc+ZfQ/BFYiw/GYayKiHcTLXw7ega64rNN2Nps8/9s6kKXAGXh/kBIbSgkfpb/Xyzxl3/rxme6GqsiZyyasw6GIiSSgFcTLSwdyYVKZNUUIHZh4LA5VFROLVF0aWwLGy4TInYJX2tG4wXSirgYubBQJRXC+Fhro2Dc3xa1bqLy+Pgi3NUe9K/p4XMod0MDAwUAhEBADJf3DDCioHhLQiCxGdnI+iNsF9aEHC770kKQtJLoa4kj51Tmh5Wl3LiVToAqhpk0MCavSwk5nMRkVkGOTar2aDmmJy6LawfxtaYZBIEZSJ5XHJstR3Xy6up3L5nSVRu34aRXeHf0wIsFgtVAhFWnYnAnTeUDcPy/tZYPbhGNJVXC7H4eAhepZRAjs3CT2/F3rQ3m669QWRWObRVFbBnhiedpXcuOLOmVTvZHQ6GmqgWiLHwaAiyy6phpadGC6JDz1Jpr65fJ7mij11nFFfwMetQIHIkiwkB/j7QUFZARnEVZh4MRHGlAM4mmjjs70NX4a5H5eDL85EgSUqkfjXMvt6/p5TCCkw/UPP8AH/fBv2smqNEsr1aJamkSduTDAwMsiMUS4RVC77PayN7jfkdIhaLsXHjRlhaWkJFRQXW1tb48ccfQUrKcw3x6NEjsFisev/l5eW9wyNn+Jj5+3EyniQUQkmejb9nejU7fJ6Yz8Wue1TbZdMYJ5jrNt+GExMkLUKmtENFQRobM9BBv8lZpcySKsw9EgwuXwRfSx1sn+xGt6pEYgJfno+kZ8p+GueMFQNswWKxkF1WjUl7X9Amlwdme2NeL0vqd6uch8n7XtI5iDunuGPNUAdaVGWXVWPi3y/odlqAv0+HiqoLoVm0bcTOKe60G3xIWgm+uUxZF3w20BbDnA1pDyupCDs01wfaqoq4EpGNHyVt0LXD7PGJhyk4PCHmHAlCcmEljLSUcXy+H3TVlZBTVo3pB18hj8ODrb46js3zo//N3I7Ow2dnIuj2YkOZjenFlZh+IBAFkqib4/P8oKUiu92GUExg+ckwZJVKWpzT6ju4MzAwtJwPpmIVHR0NZ2fndnmtbdu24e+//8bRo0fh5OSEkJAQ+Pv7Q0tLCytXrmzyufHx8dDUrJlZ0ddv3xVuhv8moekl2EGbPzo1O/ckJkh8eSEKAjGVCzfes+lqkZSIzFKUVAqgoSwPH8vGw5hbApcnxEVJG3BW98a9q8qrhPCvlVV3YLY3XckRiAh8diYct6LzIMdmYcfkGsuFNzkczD0ShAIuH/oaVByL1OTyTQ4H/gFByOdQQ+oHZtcNo47N5WDOYeq5BppKODLXlzYF7Qiis8vxzT814km6cZdVWkUPlI9wMcRnEkf6n2/GUoJQjo0Ds71hqaeGJwmFWF2rlba0rzWqBCIsCKA2HHXVFHFigR9MtFVQwOFhxsFAZJVS1c2TC/xoU9b7sfn49HQYxASJ8R4m2DLepV7bM7OkCtP214iyEwv86Fk1Wfn5ZixephTTwre1r8PAwEBdqJRVU9uA2qqyXei0i7Dicrk4ffo0Dh48iNDQUIjF4vZ4Wbx48QJjx47FyJEjAQAWFhY4ffo0goKCmn2uvr4+tLW12+U4GP4/KK8SYuXpCIgJEmPdjVs0m3ImOAORmWXQUJLH5k+cW7wSH5PDAQD4WepCoY1VhYDnaeBKrBB6Wjcc7swTirHweAiSCqisugB/X7oqwhOKsexkGB7EFUBRjo09MzzpwfsXSUVYJLFasDNQxxF/X5hI4lgexRdg+ckwVArEsNFXrxcKHJhSjAXHKFNVewMNHPGviXLpCIor+Fh8PBR8EbVNt3IAJZ4qJPl9RRUCdDXSxG+TqEHzQ89S68TE+FjoIDyD2mYUESRGuxlj48iuEIgJLD4eSvlaKcvj6DxfWHdWRyGXj2kHXtFxNKcWdqOd0x/GFWDpiTC63frLRNcGRdXU/a/otuLJhX6tzu67EpFdp8XJxNUwMLSNAi4fJAkoyLGgpybb72WbvtGfPHmCOXPmwMjICL/99hsGDBiAV69eteUl69CjRw/cv38fCQlUBSEyMhLPnj3D8OHDm32uu7s7jIyMMHjwYDx//rzdjonhv4k0VFcaKfPTuOZFUkmlgI4a+WKInUzr7GlFVQAAS73m24ZNweEJcVAiDlbWipapDUGQWHshCkGplOFlgL8vDLUoAcATirHwWEidKBapqLoelYM5R6gNNT9LHZxf0oMWVWeDMzD/aAgqBWJ0t9LFxaU96oiqu2/yMeswNcjtY9EJ5xZ371BRJRQTWH6qxil91xQPsNks2hw0Lo8LPXUlHJxDhSXfjs6tk+E41t0ESQVc+AcEo1ooRm9bPWyf5AYxSWLFqXA8TaRaoAH+vnA20UJJpQAzDwbSbcEzi7rR7+9xQiEWnwiFQExguDO19fh2Sy6rtArTDrxCdlk1LPXUcHphN+hrtG7OLi6Pg68k26gr+tvQPmIMDAytJ6+8GgBgoKks84KNzBWrvLw8BAQE4NChQ+BwOJg8eTL4fD4uX76Mrl1bFxrbGOvWrQOHw4GDgwPk5OQgFouxefNmzJgxo9HnGBkZYe/evfD29gafz8fBgwfRr18/BAYGwtPTs8Hn8Pl88Pl8+s8cDqdd3wfDh8+lsGzcjsmDghwLf07zhEYLImX+eJCI8mohHI00Matby+NjAKCkkvr31lbvpv2PU1BeLYSNvjpGuTa8Dbj9bjy92bZ3lhfd3pSKKmmcy6G53ughqXgdf5WOb69EgySBkS5G2D7ZDcoKlNXCnw+S6Ky88Z4m2Dretc4MwpWIbHxxLhJigsQgRwP8Od2jw40pf7z+Bq9SSqAmaYNpSUr3W2/F4l4sNft1YLYXjLVVEJxWgpWSDMeZ3agMx8ySKsw8GERtEZppY+9ML8ixWVh5Jhx3JbNjB2dTbvOllQLMOBiI+Hwu9DWUcHphN1pUPk4oxMJjIRCICAx1MsDuaR71KpJZpVSlKquUElVnFnVr9fIClyfEspNh4AkJ9LbVw+eD275dyvDfhznnNU9uOQ8AYKQl+++mTMJq9OjRePLkCUaOHImdO3di2LBhkJOTw969e2X+wS3h3LlzOHnyJE6dOgUnJydERERg1apVMDY2xpw5cxp8jr29Pezta1bde/TogeTkZPz+++84fvx4g8/ZsmULNm3a1CHvgeHDJ7OkCt9fjQFAzeW4mDYfKZNWVElv9X0zwlHmIeHas02tJZ/Dw8FnKQAoX6SGTCTPBGXQWXVbxrugpw0lnHhCMRYcDaGH0Y/M9YGfFRUmvOdhEm0aOrObOTaNcYacpPrz3dVonHhFDcov62eNNUPrbridDc7AukuvQZLAJx4m+HWia4cPUJ94lU7n9O2c6kGbgJ4KzKC3+rZPcoOHeSckFVRgwVFK+AzuaoBNY5xRVCHArEOB9JxTwFwfqCjIYe3FKNyIyoWCHAv7Znqhh40eyquEmHkoELG5HOipK+HUwm6w0FMDADxNrBFVg7sa4I9pnk2KKgtdVZxe2HpRJa2yphRWwlBTGTuntD64m+H/C+ac1zyphZUA0CJPwLeR6Rvv1q1bmD9/PjZt2oSRI0dCTq5jr0LXrFmDdevWYerUqXBxccGsWbPw+eefY8uWLTK9jq+vL5KSkhq9f/369SgvL6f/y8zMbOuhM3wkkCSJdZeiwOVT4cpL+tb3F2qIXfcTIRST6GPXGb1sG55ragpVJep3h8OTzdG3Nj/fjAVPSMDTXBtDGjAjfZJQiG8u1xiATpLMjEkrVVJRFeDvS4uqrbfjaFG1coANfhxLiSrpcLs0T3DTGCesHeZQR1SdCcrAVxcpUTXdzxzbJ7l1uKh6kVxEi+Ivh9jTbczHCYU15q6D7TDazRh55TzMPlTjE7V7qgcqeCLMPhyEtOIqmHZSwfH5ftBWVcCGK9G4EJoFOTYLf0zzQH8HfZRXCTHj0CvE5HCgp66I0wv96ODkJwmFmF9LsO2Z7llvk0g6UyUVVWcWdadbsq3hxKt03HxNVVn/munZbNQSA4MU5pzXPPH5XACAvYHs84oyVayePXuGQ4cOwcvLC46Ojpg1axamTp0q8w9tKVVVVWCz6345ycnJgSBku8qPiIiAkVHjER9KSkpQUmK+lP4fOR+ShedJxVCSZ7dYCKQVVeJKBGVy2RIj0IYwl1wFpRdXtur5TxIKcSUiB2wWsGlM/Xmw2FwOlp2kNtI+8TChDUD5IjGWngil238B/r7wtdQBQZD4/loMjr2kqnAbRjpiQW/Kib1aIMbSk6F4FF8IBTkWfp/iXq/tKK1UAdQmXUO2Au1NalEllp4Ig4ggMcbNmDbdjM3lYLnkvY/3NMGnA2xQXi3EnMNB1KC4nhoOzfEBCRLzjgbT1acT8/1goKmEH66/wanADLBZwI7JbhjmbITyaqpSJd0KPLmgG10Ze5JQiAWSStUgx6ZFVe2ZqraIqujscvx4g3JxXzfcEZ4NhDgzMDQGc85rngSJsLJrxSKITMKqW7du6NatG3bu3ImzZ8/i8OHD+OKLL0AQBO7evQszMzNoaLTfNsro0aOxefNmmJubw8nJCeHh4dixYwfmzZtHP2b9+vXIzs7GsWPHAAA7d+6EpaUlnJycwOPxcPDgQTx48AB37txpt+Ni+G9QwOHRA8yrh9jRLZ3mOPA0BQQJ9Lfv3KK2YUNIf1Z6cZXMz63ki2g/pjk9LOodQ05ZNeYeqYlF2TaBMjilfI7C8TC+EMoKbBye60OLqq//eY0zwVTw8OZxLpjuZ07/rPlHg/EqpQTKClTm3NuhwZfDs/HVxXcrqkorBZgXEIzyaiHczbTxy0TqPeaWV8P/SDAq+CJ0t9LF1vGu4IsILDwWQs9EHZ3nCzUlOSw4GoLQ9FJoKsvj+HxfdNFVxZZbcfR23bYJrhjrboLyaiFmHQrE6+xy6Kgp4uRCP3rrrvZMVXOVqvYSVRV8EZafCpMIOX3M62nR6tdiYGCoj0BEIEXSCmxNxapVdXo1NTXMmzcPz549w+vXr7F69Wps3boV+vr6GDNmTGteskH++OMPTJw4EcuWLYOjoyO+/PJLLF68GD/++CP9mNzcXGRkZNB/FggEWL16NVxcXNC3b19ERkbi3r17GDhwYLsdF8N/g2+vxIDDE8HVVAvzelq26DnlVUJcCqOqVW9n68mCmcS0Mqu0uknD24bYeisOmSXVMNFWweq3KmYcnhDzAoKRz+HDVl8d+2Z6Q1GeDZGYwKozEbgXmw8leTYOzfFBd2tdiAkSay9G4UxwJtgsahZJKqq4PKrK8yqF2iY8Md+vnqi69yYfq89Tnk9zund5J6KKCkUOpW0O9s/2grKCHDg8IeYeDkYehwcbfXXsnekFNgtYeTqc3og84u8DIy1lfFpr0++Ivy8cjTSx/U4C9j+hZtY2f+KMSd5mtKiKypKIqgV+cDCkhv8fxhfQompII6Iqo7gKU/a9pF3dzyxqm6gCgE1XY5BeXAVjLWVsn+Te4Z83A8P/G/F5XIgIEprK8h0/vA5Q2wOBgYEQCATw9fWFvb09fvnlF2zZsgXXrl3D4cOHZT6IxtDQ0MDOnTuxc+fORh8TEBBQ589r167F2rVr2+0YGP6b3InJw+2YPMizWdg2oeUD1udDM1EtFMPeQAPdrXRb/fOltgUVfBE4PFGLnbZfJhfTcTO/THStE3siEBFYdiIMcXlcdNZQwhF/H2ipKlB2CxejcOO1ZBB7lhd62uhRoupCFC6GUbNEv09xp3MGuTwhZh8OQnhGGTSV5XFsvh/czbTrHEtIWgmWnaoxwPxutFOHn+Tfto44PNcH+hrK4IvEWHI8FPH51HsP8PeBpoo81l96TTvCH5jjDUdDTaw+H1lzm2TTb+e9BPz5kJrD3DTGCTP8uqC8WojZb4kq6Ublw7gCLD5OWSoMczLEH9Prb/9lFFdh6v6XtE9VWwbVpdx6nYvzoVlgs4Dfp7jT248MDAztR1hGKQDAw7xTq77TZBJWERERGDFiBPLz80GSJDQ0NHDu3DkMHToUcnJyGDduHMaNGyfzQTAwvEt4QjF+lLQAF/WxatZdvTbSatXMbuZtEhHKCjUnYWkeVXNweEJ8KakOTfM1ozf8gJoh/NpbfqadVEGSJL69Go1LYdmSQWxP9LPXB0FQG2VSUbV7qgdGulJziJV8EfyPBCM8owxaKgo4ucCPdlqXklZUSVdrBjnqY1sDBpgdwbZ/43AlQhKKPNMT9oYaIAgSq89F4kVyMdRqvfett+LoStzuqe7ws9TBN5ej8U94NvX86Z7oaaOHPQ+TsFMSSfTNCEfM6WFRp1LVSVWhjqi6H5uPpSfCaJ+qhiwV0osrMXX/K+SW82AtEVX6bRRVJZUCOsh5aT9r+LVB2DMwMDSOVFi1dnZRplbgV199BUtLSzx79gyhoaEYOHAgVqxY0aofzMDwvtjzMAmZJdUw1FTG8v42LX5eQj4Xb3I5UJBjNeoZ1VKE4pr2nwK7+V9DkiTx3ZUYZJdROXAbRtb1jPv9XiItnv6a4QlnEy16y0+6ybd9khuGORvSM1XSrbfaoqpaIMa8gGCESGaPGhJVXJ4Q844Go7RKCFdTrQaFRUdw6Fkq9j2mWnXbJriit21nkCSJH2+8wXWpLcIsbzibaGH/k2TsfVxjMzHUyRCbb8TSGYK/T3HHoK4G2Pc4Gb/+S5m8fjXMAQv7WKG8qq6oOrWwGy2q7r7JxxKJ+edIF6NmRZWNvjpOL2q7qAKAH67FoLhSADsDdayURPIwMDC0P7Sw6qLdqufLVLEKDQ3FnTt3aKPNw4cPQ0dHBxwOp04uHwPDh0pmSRX2SeZovh/TFWpKLf8V+DeaCvLuY9u5zTls2WWUq6+SPBtqSs3blpwPycI/4dn0plrt4z4TlIHd96mKy0/jnOk5qL8eJdNCZPM4F4zzMAFJUtt/0krO71PcaVElEBFYejIUgZI22/H59UUVSZJYc57yTjLSUsbB2ZSTeUdzKSyLDkVeM9QeE7xMAVAiWTps/utEN/Sy1cPpoAz8fDMOACWWpviYY8edeNqhftt4V4x2M8bBpynYcot63BeD7bC0nzXtU0UPqteqVP0bk4cVp6iYmpGuRtjVgKP626Lq1EK/Vjuq1yYotQSXI3LAYlHvU+qDxsDA0L4UcvnILKkGiwW4vTX+0FJkuswsKSmBqakp/WdtbW2oqamhuLi4VT+cgeFds/V2HAQiAj2sdTHUSbboj3ux+QBAeyW1hZiccgCAg6FGs/Ndsbkc2pNp9RB7eFvUhBw/jC+o8aoaYINpvtTg+bGXaXQlZsNIR0z3M6cqWLfiaDPN3ya50TNVBEHii3MReCTdGPT3afBL5dCzVNqh/u+ZXu1SiWmOOzF5WHOBimyZ38uStlU4GZhOe259O6orxnmY4HpUDr6WhDAv6WuNpf2ssedhEnY/qJmfmuxjhiPPU/GTxK7gs4G2WDnQtp6oOrWwrqhafpISVaPdjJsVVdad1dpNVInEBDZItkCn+pi3+suegYGheaTVKlt9dWi2IIGjIWS+1Hzz5g3y8vLoP5MkidjYWHC5XPo2V1fXVh0MA0NHEpFZhhtRuWCxgA0jZdteK68SIiqbEkMDHPSbeXTzPIgtAIB6A+EN/VxpsHBfu85YWsvANCqrDMtO1Pg1SeNMLodn49srlGnmygE2tB/Vnw+S6Grdz5+4YLwndZFEkiR+uF63neZTS7xJSSqowC8SsbZxVNdmj709eBRfgBWnwun3+M0IR7BYLFyJyKbnjVb0t8G8Xpa4H5uPVZKommm+5vhqmD0OPk2hBea64Q6Y08MCx16mYdO1N/RzVw2ypc0/o7M50FFTxOmF3WhLhdvRuVhxKhwiSTh3Q35nmSVVmFZ7pmpR67P/3uZCaBYS8ivQSVUBa4e2zjeNgYGhZYSklQBo/XwV0AphNXDgwHrr4aNGjQKLxQJJkmCxWBCLxa0+IAaGjoAkSbqVNN7DFF2NZWtdh6SXgCQBSz21NldpqgQi3I6hLk7GuJs0+jiCILH6fAQySqpgoq2CnVPc6QHxjOIqzKsVGLx1POXjdD+2xv5gbg8LWmwFPE+l8/02jupKV7YAypcr4EUaAKqK1deuc71jEYkJrD4fCYGIQB+7zjJnI7aG50lF9ObdCBdD/DKBGpC/+yYfX5yLBEkCs7p1weohdniRVISlJ8No8fPTOGeceJVOV6VWDbLFkr7WkgxESnQu6WuN1UPs6pl/nqolqm69zsWnpylRNc7dGL81Iqqm7n9Vs/3XjqKKJxRjl6TNu7y/TZtb0AwMDE3zPInqwHW3bv1yiEzCKjU1tdU/iIHhfXIvtgCh6aVQUZDDmlZc9YemU+Vh3wYqObJyPiQLVQIxLHRV4Wmu3ejjdt5PxL3YAijKs7Fvlhd9Ui2u4GP24UAUVQjQ1UgTf8/0gqI8G4EpxbTb+ngPE9pT6p/wLHwvqdCsGmSL+b1qPLv+jcmj54y+GeGIsY0IvdPBmYjMpKwXtk1w6XBbhccJhVh0LAR8EYGBDvrYOcUD8nJsPE4orHFV9zDBpjFOCEkvrRMn89skN5wLycRGiYBa1s8anw20xYlX6dgoqXIt7mOFr4bZo7xaiBkHAxGT07CoWnE6nHav/22SW70svuyyakw78KrGp2ph+4kqgNpCzS3nwUhLGTPfgZhlYPh/prRSgDe5VCD1OxNWXbowv9gMHx8EQWKHpFozt6dFqwwaX0vagK5mrXNal8IXifH3I2pbbX5vq0YFyu3oPHog/edPXOgh8iqBCPOOhiCtmKpiHfH3gbqSPKKzy7HgKCVEatsf3I/Nx5fnqfkk/54W+KzWNll0djndOpvZzRwLejdsksrlCbFT8vmtHmIPIy2VNn0GzXE/Nh9LT9Y4i++ZQRlvvkguwqJjIbR31C8TXRGZVQb/I1Tlro9dZ/w53QNXImrmrOb3ssSaofY4E5xJtw4X9rbEuuEOKJPMVEmz/04t7AY7g/qiaryHCX5tQFTllldj+oFagcrttP0nhSBIHHyaQr8PZQVmYJ2BoSN5mUJVq+wM1Nt0gdQqg1DpBuDNmzchEtWEyMrJyWHkyJGtPhgGho7gzps8xOZyoK4kj0W9ZXdLJ0kSb3Koqxgn47YJq2Mv0pHH4cFQUxmTvU0bfMybHA6+OBcBgBJDEyUbcFQkTRgiM8ugraqAY/N9YaCpjNSiSsw9EgQuXwRfSx38Od0TCnJshKaX1Klgbaw1V1ZSKcDi46F0K/H7Jsw9j79KR3GlAFad1WhX9o7in/AsfHk+CmKCxFAnA/wxjRJVL5OLMS8gmBaOu6d54E0uB7MPB9HxNftmeuFGVC7WXKDahHN7WGDDSEecCc7E+ks1QuvrEY4oq6IqVW9yWyeqCrg8zDgQiPTiKpjrUKKqreafb/M4sRApRZXQUJbHVN+O/dwZGBioUHcA6GGt18wjm0YmYXX9+nVs3LgR4eHhAIApU6agsrImRJbFYuHs2bOYOHFimw6KgaG9IAgSv9+lKj/+PS1aNaNSWMFHcaUALFbrcqOkFHB42HmPqvx8Pti2wZX5Qi4fC4+FoEogRg9rXXw9whEAJe6+vvSazvk7NMcb1p3Vkc/hYdahmrbgwTneUFaQQ2I+F/MCqArWAIe6Bp4iMYFPT4chu4yqtPw53bPRzUSCIHEmKBMANZPUkX5VB5+m0DNRn3iY4JeJrlCQY+NFUhHmHQ0GT0ign31n7JnhiYR8LmYeDASXJ4KPRSccnOON2zG5WH2eElUz/Mzx3eiuOB2USVev5vW0xIaRjiiViKrYVoqq4go+ZhwIRIokUufUQr8OqeKdlXzuEzxN6zjsMzAwdAwvJPNVtc2XW4NM35L79+/Hp59+Wue2pKQkEAQBgiCwZcuWdo20YWBoK7dj8hCfz4WGsjwW9Gpdtl98HrXxaqGrBhXF1rdjNt+MRaVADDczbUzyMqt3P08oxpITofS8zt8zvGgh89udeJyXGHr+Oc0TXl10UF5NZflJW1FH5/lCU1kB+Rwe5hwOQnm1EB7m2tgjqWBJ+f1eAp4nFUNVUQ77Znk3GacTkl6KjJIqaCjJY5TE76q9EYkJfHclmhZV/j0tsH2SGxTk2HgUXwD/gBpRtXemFxLyKjDjYCA4PBG8u3TCEX9f3H2Tj9WSgfbpfub4cawzTgVl1BFVG0dRomr6gVcSUaWEM4tqRNXtaGpQvSlRRZmHBiGxoAKGmso4tdAPppLcx/akuIJP23tM9a3/b4WBgaF9yS6rRkpRJdgswNeybbO0Mgmr169fo2fPno3eP3z4cISEhLTpgBgY2guSJOl5Jv+elq3OVZO2AR2NWl+tuvcmH1cicsBmAT+OdaoX/0IQJNZciEKoxPH8wBxv+niPPE/FnofU+9g8zhmDuhqgWiDGgqPBiMvjQl9DCcfn+6GzhhK4PCHmHgmmN9QOz/GpIwZfJBXhL8lnsm2CKz2o3RjBktXjPvadO8QIlMMTYsGxEBx9SeUfrh/ugG9HdQWbzcLt6DwsOhZKt//2zfJCXB4X0w++Qnm1EJ7m2jji74N/o/Pw+bkIECQV9fPTWGecDEzHN/9QM1VSUVVSKcD0A68Ql8eViCo/2OhLRVUebanwSSOiqoIvwpwjQZL2oRJOLvRDF121dv9MAOB6VC5EBAkXEy069JmBgaHjeCC5kPHq0qnF2a2NIdM3ZW5uLpSUlOg/P3z4EGZmNVdT6urqKC8vb9MBMTC0Fy+Ti/E6uxzKCmzM7WHR6teJaeN8VWmlAN9IDB4X9raCq6l2vcfsuJuAa5FUBt7eWV6w7qwOALgWmYMfJDYRXw6xw1Rfc7qVF5xWCg1leRyd5wszHVWIxASWnwqnqzFH/X3rtD6LK/hYKRlWn+JthtFuzcfyRGSWAQA8OsCzKqmAi0XHQ5FSWAkleTZ+n+KOES5UVexiaBbWXqRmrUa6GOH3Ke6Ikgyqc/lU+++Ivy9uvc7F2otRdKXqp7HOOP4qHd9dpTYCF/SyxDcjHVFcKcCMA4F0SPPphd1go099xlJH9dqWCm+LKp5QjPkBwYiQzLedWOBL/x11BP+EU5mUY93bFp3EwMDQMu7HUd6CAxzabgAtk7DS0dFBUlISLCwsAADe3t517k9MTISOTtvX0RkY2gOpGeYkLzPotMH/JzyTslp4O96lJZAkiTUXIpHP4cOqsxrtK1WbM0EZ+PMh5Qz+83gXenDyaWIhvjhHCaE53btgeX8bkCSJ9Zde415sAZTk2Tg0xweORpqSsOUYPEkohIqCHA7P9YaZjmqd49hwORpFFXzYGajj+zFOLTr+8iohALT7DNHl8Gx8/c9rVAnEMNJSxv5Z3nAxpT7fA09SsPkm1Rac6GWKreNdEJRagvlHQ1AtFMPPUgeH5/rgckQ2XZWa2c0cP4xxxuFajuqL+1hh3XAHFFVQlarEggroayjh9KJutCi6I3FUp80/J7vXE1UCEYGlJ2pF/czz69AqUlJBBSIyyyDHZmEMI6wYGDqcKoEIL5Kp+apBjm03gJZJWPXp0we7d+/GoEGDGrx/9+7d6NOnT5sPioGhrbzJ4eBxQiHYLKpK1FryOTxkllSDzUKTnlONcfh5Gu1F9cc0j3or848TCutE0kz2pirAUVllWHI8lM6l+1aytbftdhzOh2aBzQL+mOZBzwIcfJpKBwzvmuperyp2PSoXt6LzIM9mYcdk9xbPiikpUNMCfFH7mP5yeEL8dP0NzoVkAQC6W+nij+ke0FNXAkGQ+PlmLJ3pt0CywfcgrgDLTlH2C71t9bB/ljdOB2XQlTz/nhb4dlRX7H2cgm23KU+u5f2t8eUQexRy+Zh24BWSCythqKmM04u6wVKPat/de5OP5ZJK1Rg3ylH9bVElJkh8fi6iZmlgrg8tADuKi2HUZ9PXrnO7emIxMDA0zLPEIghEBMx0VOhKdluQSVh99dVX6N69OyZNmoS1a9fCzo66+o6Pj8e2bdtw7949vHjxos0HxcDQVg5JTs7DXYxgrtv64eKnidT6bVdjTWjImBsVnFaCLZLKy4aRjvVaiVFZZVh6IpQ2oJRWs5ILKzD3SDAqBWL0tNHFjsnUCT/geSo9M7ZlvAuGSLIO78fm4+db0p/Tlb5dSrVAjM2SKs7y/jYyVd46a1Ct/+hsDsZ7yvT263E/Nh/f/BONPA4PLBbw6QBbfDbQFnJsFqoFYqw+H4GbrylH+q9HOGBRH+s69guDuxrgz+keOPg0lY6pkRp97r6fhN8lG5erBlGvm8/hY/qBV0gpogKjTy/sBguJqKK8sijhOsrVCDsm13dUp6p8r3GjVtRPW4dam0MkJnAxlBJWUpsNBgaGjuW+JGJsoINBu5gfyySsPDw8cPbsWSxYsACXLl2qc1+nTp1w5swZeHq28duXgaGNFFXwcS0yBwBV9WgL995QA40DZey7F3B5dItpjJtxvQiY9OJKzAsIRpVAjF42etg2gYqkySvnYfahIJRUCuBiooV9s7yhJC+H61E52CSp0KwebIcpPpSvUWwuBytPh0vy8cwwr6dFvWM5+DQFeRweTLRVsLSfdb37m2KkixEuhWXjamQO1o9waJXdQlpRJX66EUtvuVnoqmLrBFd0s6KcjQu4PCw8ForIzDIoyrHxy0RXjPMwweFnqXRVaryHCbZNcMGOe4m0uFw1yBYrB9jgl38TsPcxdduaofZY3t8GORJH9HSJkeqZRd3o1ujDuAIsPUEFKo90McLOBgKVAWDrrTicDsoEmwXsmurRYNRPe/M4oRAFXD501BQxyLHtsx4MDAxNIyZIer5qYDu0AYFWGISOHTsWgwcPxr///ovERMofyNbWFkOGDIGaWsdsyDAwyMLZ4EwIxATczLTh0YYgzfJqIR4lUL9wg7u2/CQnEBFYdiIMBVw+bPXVsWV83QiYQi4fsw8H1YqkoUwwy6oEmH04ENll1bDUU0OAxFX9ZXIxvjhLWQnM7t4FKwbYAKCG4hcdD0GlxPPqh7HO9a62Kvgi7Je4d68dZi+ze3cfu87QU1dEUQUf316JweZxzvU2Ghsjs6QKfz9OxvmQTAjFJOTZLMzvZYlVg+zoVmRkZhkWHw9FHocHbVUF7J/lDe8unbDlViz2PaaO27+nBb4e7ojvrsXgVGAGACp+Z34vS3x/LQbHJBuFG0d1xfxellQgssQR3UxHBacW1BJV8QV18gd3Tm1YVO19nEzP6G0d70oP1Xc00szG8R4mUJTvOM8wBgYGisDUYhRV8KGpLA8/y9bH2NRGJmH14MEDrFixAq9evcInn3xS577y8nI4OTlh79696N27d7scHAODrAjFBI5LTrSz25itdjUyBzwhAVt9dTjJENq86VoMQtKpjb29s7ygVsvcsYIvgn9AENKLq2Cmo4KAeT7QUFZAtUCM+UdDkJBfAQNNJRyb5wtddSXE5nLoGJfhzob4TjJrJRQTWHYyDJkl1TDXUcVfMzwbrCadCcoAlyeCVWc1jHaVfRBaQY6NH8c6Y9mpMJwOyoBITGDDqK6NriOLxARepZTgdFAG/o3Jg4igAtv72HXGt6McaXsDADgXQsXMCEQErDur4eAcHxhrK+PzcxG4EkFVHNcOs8f8npb4/FwErkflgsUCNo9zwWRvU3x5IRKXwrLBYgE/jnXGzG5dkFpUiRkHqEBkC11VnFrYDcba1OD944RCWlQNczLErqkejX5mWyX5iV+PcMBkn3fjIxWby8HTxCKwWcCcNmyxMjAwtBxpd2O4s1G7XczIJKx27tyJhQsX0pE2tdHS0sLixYuxY8cORlgxvDduRechj8ODnroSRrm1vspAkiROvqIE2hQfsxb33U+8SsdJyRD57qkedVby+SIxFh8PQXQ2Ffh7bJ4f9DWUJSIplPawOjbPD2Y6qsgpq66JqrHQwe9TajbWtt6Kw8uUYqgpymH/bC9oqza89Sit8CzqbdXiStPbDHehZpBWn4vE+dAsnA/NwkgXI3iYa0NbVRFigkB2aTXe5HIRmFoMLq8m5qqXjR5WDrStM5tUJRBh4+UYekh7kKMBfp/iBpGYxMyDgQhOK4U8m4VtE1wxxMkA844G43lSMRTkWNg5xQMDHfWx/FQY/o3Jhxybhe2T3DDOwwSJ+VxMPxiIQi4f1p3VcGphTczM44RCLDxGBTUPdTLAH9MbFlW3o/NoU9HFfa2wqI9srdO2sE/SzhzubFRno5OBgaFjEIgIeq6zPTdwZRJWkZGR2LZtW6P3DxkyBL/99lubD4qBobUcf5kGgIo0aSgypqU8ii9EXB4XaopyDbqkN8TL5GJ8L/FP+nKIPfo71PTrCYLEF+ciacfzI/4+sNRTA0GQ+OpCFL11dniuD+wNNVBeLYT/kWDkc6h24oHZ3nQb71pkDj2cv32ye6Or/3nlPNpJeEQbXdM/8TCFprIC9j1OQVBaCW68zsWN17kNPlZLRQFj3IwxzdccXd+q9MXklOOzMxFIKqgAmwWsGmSHFf1tkFJUgflHQ5BeTLm8/z3TC3aG6pi6/xVicjhQU5TD3lle8DDvhHkBwXiRXAxFOTb+nO6BIU6GiMkpxyzJbJqDoQZOLPCDnjo1eP+klqga0pXKH2xIVL1KKcbKM+EgSGCqjxnWDXNo02cmC6lFlbgquXJe0vfdiTkGhv9nniQUorxaiM4aSvTMZ3sgk7DKz8+HgkLjm1Hy8vIoLCxs80ExMLSG2FwOXe1oS1gwSZLYI/GVmuZr3iLH9vTiSiw7GUr7IS2rNSROkiR+uP6m1naZF22HsPV2HC6FZ0OOzcJfMzzhbaEDgYjA4uMhiM+nXNUD5vnSx5CYz8XaC1EAqBPwMGfDesciJSSdck13MtaCpowbjQ0x0NEAAxz08Tq7HHdi8pFRUoXSKgHk2CyYaKvAQlcN3ax00dVYs0Hbgv1PUrDjbjyEYhL6GkrYPc0D3ax08TCuACtPh4PLF8G0kwoOz/UBC8Ane14gu6waumqKCPD3hZG2Mqbtf4XX2eVQU5TDgTne6GGth9D0Esw9EgwuTwQXEy0cn+9LV/BqV6qorULPBsv9b3I4WHi05nE/jas/r9aR7LqXAIIEBjjod7idAwMDA8WZYCqPc4ybcb3vrLYgk7AyMTFBdHQ0bGxsGrw/KioKRkbvZsiTgeFtpG2vIU4GdAuoNTyIK0BIeimU5NlY0AIPrPJqIeYFBKO0Sgg3Uy16w0/KnodJ9FDyb5Pc0NuW2i7b/yQZ+yUD0tsmuGKAgwFIksS6S1F4lVICdSV5BPj7wkQyI1QlEGHpyTBUC6lNwjVD7Zs8LrFkvklDuf2iaFgsFlxNtRt0j2+MxHwuvrwQhUiJi/vgrgbYNsEV2ioK+PNBIrbfTQBJAj4WnbB3phfi87lYcjwUHJ6IzkAEgAl/v0B6cRV01BQR4O8DV1NtPEsswsJjlHGoj0UnHJrrQ4vIR/EFWHQ8lBZLexoRVZklVTUtV0sd/DHNo9FQ6o4gKqsMlyUzZZ8Pqm8gy8DA0P7klFXjQRy1qTzNt/UX4g0h0zfuiBEjsHHjRgwbNgzKynVPXNXV1fjuu+8watSodj1ABoaWwOEJcUkyszPDr/VD6yIxQZtMzu1pAUOtpgUaFS8TjuRCyiupdssOAM4GZ+C3O5S/0rejumKsuwkA4J/wLPx8k/o564c70J5FO+8l4lIYVcHaM8OzTivt2ysxSCqghtt3Tq3vEP42UkFVXCGQ5SNoNyr5Iux5mISDT1MhEBPQUJLHxlFdMcnbFJxqERafCMVdiZ3FdD9zfD/aiXZkFxEkvLp0woHZ3sgqrcK8gGAUVQhg2kkFx+b5wqqzOm5H52Hl6XAIxJRx6L5ZXnSeIb39J2n/NVapKq6gNjQLuHzYG2jU+/vraEiSpJ3iP/EwYapVDAzviLPBmSBIwM9Sp11MQWsjk7DasGEDLl26BDs7O6xYsQL29tQVc1xcHPbs2QOxWIxvvvmmXQ+QgaElXAjJQqVADBt9dfSwbn2v/PirdCTkV0BbVQHL+jZcmZVCkiS+v1YTI3Ngtjf0a1XK7r3Jx9eSyJWl/awxT+Kp9SShEGvOU+28+b0ssagPVRW7HJ6NXfcpC5OfxjnX8U26E5OHC6FZ9FC8dH6oKRyNNCHPZiE+n4vb0bkY5vxuqsligsSlsCz8dice+Rw+AKrFtfkTZxhpqSAyswzLT4Uhq7QainJs/DDWCRO9TLHtdhwOPKVmx0a7GePXia54mVKM5SfDUCUQw9FIE0f9faCvqYzzIZn46mIUCBLUht80d3qm7n5sPpaeCINALBlUn9awqKoSiDDvaAhSiyphoq2Co/N82xy+KivXonIRlFoCJXk2vmymAsnAwNA+iMQEzkragG0ZG2kMmYSVgYEBXrx4gaVLl2L9+vUgSarVwGKxMHToUOzZswcGBoypHcO7hSBIHJMMrc/tYdHq2ZjiCj5+v0tVl74cYt/sbNWR52k48YraANw51b2Oo3loegmWnwqDmCAx0csUayUnzejsciw9Qc1ijXYzxjcjHMFisRCaXkLPTi3uY1WnNF1aKaA31Rb1sYJfC4csjbRUML+3JfY9TsHqc5EAgKFOhh02OyQmSNyJycPOe4mIz+cCAMx1VLFhpCMGdzUASVL+UNvvUHNWZjoq+Gu6F8x1VDHvaAieJFDzmSsH2uLzQbY4HZSJjVeiISZI9LbVw18zPKGuJI+9j5NpO4TJ3qb4+RMXunV3OzoPn56mzD9HuDRuqSC1q4iUhCofm+/bbHWyveHyhPi5liO+tOXLwMDQsVyLykEehwddNcUm51Rbi8zDF126dMHNmzdRWlqKpKQkkCQJW1tbdOrUeiNGBoa28DixEGnFVdBQlsd4T5NWv87PN+PA4YngaKTZbM/93pt8/HiDcgVfN8wBQ2vFyCQVUBtufBGBAQ762CoxCM0qrYJ/QDBt6PnbJFew2Sxkl1XT/kpDuhrgq7e20bbcikVRhQB2Bur4ooEQ56b4cog9ojLL8TKlGEtOhMHXUgerBtmiu5VuuwmsCr4I/4Rn4/CzVKQWVQIANJXlsby/Deb0sICyghyySquw5nwUXqZQQafDnQ2xdYIrskurMfrPZ8goqYKyAhvbJ7ljuLMhttyKo+fPJniaYusEF8ixWNh8oyZLcFEfK6wf7kC/j2uROVh1NgJigoqp+X2Ke4OiiiRJrLv4Go+k+X9zfOrYYrwrtt6KQx6HB3MdVbpqycDA0LEQBIm/HlLWJvN6WbZpe7wxWj3V2qlTJ/j4+LTnsTAwtAqpIegkLzN6xkZWXiQX4WIY1Wrb/Ilzk/NL0dnlWHmGipGZ7mde56RYwOFhzuEglFUJ4WamjT+nU4PQ5VVCzD0SjEIuHw6GGtg7ywtK8nKoFlDeVkUVAjgaaWLnVPc6flMvkovowOIt411k/hJQkGPjiL8P/nyQhP1PUhCUWoLpBwLhZqqFse4m6O+gT4cSy4JAROBFchH+jcnDtchcVPAp7yotFQXM6d4F83tZQUtVASRJ4kxQBn66EYsKvggqCnL4fkxXTPY2wz+SeSqekIBpJxXsm+WFLrpqdWavvhhsh08H2EAgJvD5WcokFKCc1xfW+twvhWXhy/ORIEjKtfzXBgKVpfx2Jx4Xw7KoObbpnvDq8u4vCl8kF+GkZNli63iXdzrXxcDw/8y92HwkFlRAQ0kes7q3zUS6MdpvXYiB4T2QXFiBh/FU7MzMbq3rlVcJRFh3kWq1zfAzh2cTMTh55TwsOBqCKoEYvW31sGmME10xoVzVg+lImsNzvKGqKA+BiMDSk6FIKqiAkZYyjvhTm2skSeKby68Rnc2BjpoiDsz2qiMMRWKC9sWa2c0cXl1aFwCsrCCHL4faY0Y3c+x9lIzTwZmIzCpHZFY5frj+BuY6qvCz1IGrmTYcDTVg0kkFndWVIC/HBkmS4PJFKOLykVRQgfg8LoLSShCaXooqgZj+GVad1TCrWxdM9jajneZTiyrx9aXXdJXKq0sn/DbJDYaayvjqYhQtGPvadcauqe7g8kSY+PcLxOVxoSjPxq8TXTHW3QTlVUIsOh6CwNQSKMix8OtEyhBUysnAdHwjmWWb4m2Gn8e7NCqqjr1Mwx7J1ermcc4Y+B7y+MqrhfhS0pqd7meOHjZ67/wYGBj+HyFJEnskWaOzundpFxuahmCEFcNHzcGnKSBJyr3bqpXtnF9uxyOjpArGWsr12nC1qRKIsPBYCPI4PNjoq+PP6TVGkyIxgeUnwxCTw5H4LvlAV10JJEni639e40Uy5ZJ+eK4PjLSoWZoTr9JxKSwbbBbw53QPmHaq67Z9ITQLCfkV0FJRwJohbTerNNJSwaaxzlg50BaXI3LwKL4AL5OLkVFShYySKpwPzarzeBYLYLNYtG3D23TWUMKQrgYY6WKE7tY1rcVqgRh/P07G3sfJEIgIKCuw8cVgO8zvZYWkggqM2/Mc8flcsFjAZwNtsXKALV4kF2PF6TCUVVFmffslZqDpxZXwDwhGSmEl1JXksW+WF3rWEiIHn6bQW3VzunfBd6OdGnWYvx2dh+8kQvXzQXaY2s4r1i3luyvRdOTONyMc38sxMDD8P/JvTD4iM8ugrMCml4k6AkZYMXy0FFXwcTEsGwAVP9IaXqUU0x5TWye4QqORKxiCILH6XCReZ5dDR00Rh+f40BtkJEni26sxeJwgmdmZ64MuulR7bd+TFFwIpdpOf87whKMRZZ8QlVWGH65TM1rrhzuih3XdqoWYIPGnxKT00wE2LTIpbSm66kqY38sS83tZooIvQlBqMcIzyhCZVY6UwgrklfMgIkiQJCCWLKioKsrBUk8NtvrqcDPTRjcrXdgbaNQRMQRB4lpUDrbdikNOOQ8A0NtWD5vHucBMRwXHXqZj881YCEQE9NSVsHuqO7pb62L/kxRsux0HggRcTbWwd6YXjLVVEJJWgsXHQ1FcKYCxljIO+/vQLvMkSWLH3QT88YD6jBb3tcK6YQ6Nzo2FpJXgM0n7dpqvOVYObHrjs6O4GJqFyxE5YLOAHVPc6+RIMjAwdBwCEYGtt6iLsIW9rVq0Wd1amN9qho+WYy/TIRARcDfThncr5mQq+SKsuUC1ZKb6mKFPLXuDt/n9XgJuRedBUY6N/bO8YK5bU106+DQVp2rlA7qbaQMA7r7Jpz2xvh3VFf3tqYib8mohlp+iNteGORliQe/6V05PEgqRVVoNTWV5zGxjmHRTqCvJY4CDAQY41LTExAQJTrUQQoIASVJzU03NAJEkiSeJRfj13zhEZ3MAACbaKvhmpCOGOxsit5yH2YeD8DSxCADQz74zfpvkBgU5NhYdr5mnmuhlip/GOUNZQQ7nQzLx9T+vIRSTcDbRxKE5PrTpK0FQTvZSQbxmqD2W9bNuVFQlFXDpZYJBjvr4cazTO3VVrzmOCmy4TLUsPxto12TLmYGBoX05/iodacVV0FNXwuIOjo1ihBXDR0m1QIwTkpDkhb2tWnWi3HIrFpkl1bQIaIxrkTl0ZWTLeBd4W9TMOt2JycPPkqugb0Y4YohkOzAxn4tVtQbcZ0uGJKWtwcySaph2Uqnn0i7lgqQtN8nb7J0PNsuxWeik1nCoc20IgsS92HzseZiEyKxyAJRQW9zHCgt6W0FZgY2zwZnYfCMWXL4IygpsrBvmgDk9LBCVVY4Vp8OQWUJ5WX07uitm+JlDTJD46fobevNvuLMhtk92o2fPBCICX56PpHP1fhjrhNndLRo9xgIuD3OPBKO8Wgh3M238Mc3znbqqS6kSiLDiFOWa38NaFysGvJ+KGQPD/yNlVQLslngEfjnEDuodXClmhBXDR8nJwHSUVApgrqOKoU6yDyA/SSjEiVfUVtYvExtvAUZnl9NVrcV9rDBB4pAOUPlyq85GgCSp4fL5kp49hyfEouOhqBSI0d1Kt86A+5WIHNyIyqVag9M9G23xSXP+ats4fChweEJcDs/GkedptL2CsgIbM/y6YHl/G+ioKdYbXHc308aOyW6w0FXDoWep2HY7DkIxCdNOKvh7hhdcTLVQXiXEitNhdGVr5QAbrBpkR7cbK/giLD8ZhscJhZBns7B9shvtZN8QFXwR/I8EI6u0Gha6qjg0xxsqiu9++44kSay/9BpxeVzoqSth55TmXfMZGBjajy0341BeLYSDoQYmeZt1+M9jhBXDRwdPKMY+icfRsn7WMlcgyquE+OoiZcY5p3uXOsPQtSmq4GPRsRDwhAT62XfG2lqD7cUVfCw8Rm0H9rTRxXejKfFEECQ+PxNBu3n/Ob3GoDK3vBob6VaQLd0yfJsCLg/5HD7YLMDZRLPBx7xrhGICz5KKcC0iBzejc8ETEgCo2JwZfl2woLcl9NSVwBOKseNuAvY+SoZATA2ufznEHv49LVFcycfcgGDaCHSYkyG2TXSFlooC3uRwsOREKDJKqqCiIIffJrlhpGuNU3whlw//gCBEZ3OgoiCHv2d6op+ktdrY8dZeJjg6zxe6HThT0RSHnqXiSkQO5CVB2/ptyLFkYGCQjWeJRTgbkgkWC/hxXNNWOu0FI6wYPjrOh2SikMuHsZYyxnuaNv+Et/j2ajRyJVtZXw1veNtOJCaw4lQYcsp5sNJTw+5pHvQvpFBMYMWpcGSXUZWQPbW2A/c9ScH9uAIoyrOxd6ZXnZP5d1diwOWL4G6mjWX9Gu/xy7Op1yIBkA0v5L0T8sp5eJlShIdxhXicUIjyaiF9n52BOqb7mmOSxF6BJEnciMrFzzdjkV1WDYCyUfhhrBO66KrhdnQuvvknGsWVAijJs7FhpCNmdusCFouFy+HZWHcpqo6flZNxjYt9UkEF/AOCkFlSDV01RRya69OoKAVqKkSPJVFDtZcJ3jUP4wvw802qVfz1CEf4WrbOMoOBgUF2KvkirLtEXUTP7tYFPhbv5vePEVYMHxVCMYG9j6lq1ZJ+1g1mwDXF1cgcXInIgRybhd+nuDdqKLr1VhxepZRATVEO+2d71fE72XIzDi9TiiX3eUNblZpHCk4rwW934gEAm8Y41QnUvfsmH3fe5EOezcK2Ca5NVtl01BShr6GEAi4f4Rll6GXbcT5HJEmCwxMhq7QKGcVVSCqoQFw+F1FZZcgsqa7zWD11JYxwMcQ4DxN4mGnT7c2QtBJsuRWH0PRSAIChpjK+G90Vw5wNUV4txGdnwnElgpqJcjDUwB/TPGBroAGeUIxN12JwOojK7Opj1xm7p7rTnycAvEwuxuLjIeDwRDDXUcWxeb6waMbQdPudhJpNzOkeTYqwjiQhn4uVp8JBkJS/ln9Pi/dyHAwM/6/8+m88skqpOdq1TVjptDeMsGL4qLgQmoXssmp01lDCZBl75XnlPLoVt7y/DTwa2cq6EZVLD09vn+wGG30N+r5rkTk4/Fx6nzvsDKj7yquFWHWGilP5xMMEU31qjk0oJrBFMuC+oLcV7A1rXq8xetro4Z/wbMw8FIgvBtthTneLJi0XRGICpVVClFYJUFYlRFmVAOXVQnB4InCqhajgi8DlSf8vQpnksYVcPvgiosHXZLOArsaa6GPbGf0d9OFp3qlOGf11Vjl23U/AvVjKoFVZgY0lfa2xqI8VVBXlcfN1Lr69Eo2iCgHYLCqIeuVAWyjJyyExn4uVZyIQm8sBiwV8OsAWnw20rfP654Iz8c1lajPQq0sn7J/l1Ww778SrdNqm4udP3o8BKEA58M89HAQuXwRfCx38OM75vWwiMjD8v/I0sRBHJRmyW8a7vFNrkw9aWInFYnz//fc4ceIE8vLyYGxsjLlz52LDhg1Nfkk9evQIX3zxBWJiYmBmZoYNGzZg7ty57+7AGToEnlCMXfeozY6lfa1l2pYjSRJrL0ahvFoIV1MtfNrIVlZyYQXWSofV+1phmHPNnE9SQQU9m7W0n3Wd8M5vr0Qju6wa5jqq9U6iZ4IykFJYCR01RSzv37I13+9HO0FFUQ6nAjOw424Cfr+XAGMtFRhrK0OOzQJBUptmXJ4IpZUCcHiiFn8WDaGjpghzHVVY6qnBwVADjkaa8DDXbnCoPzitBHsfJeN+HCWo5NgsTPY2w6pBtjDQVEZWaRVWng6nBZetvjp+megKD/NOIEkSJ16l48frb8AXEdBVU8SuqR51qnJigsTPN2NxSCJuR7oYYftkt2b/vm+9zsXGKzUzbFN83o8BaCVfhPlHQ+g28r5ZXjJXVhkYGFpPAZeHzyWLRdP9zJu00ukIPmhhtW3bNvz99984evQonJycEBISAn9/f2hpaWHlypUNPic1NRUjR47EkiVLcPLkSdy/fx8LFiyAkZERhg4d+o7fAUN7ciYoA3kcHoy0lDHdT7aT5umgTDxJKISSPBs7JjcczlstEGP5yTBUCsTws9TBmiH29H08oRgrToWhShKgvLpWGPK/MXl0e3HnVPc6q7xCMYG/JBEKqwbZNrp9+DZaqgr4YYwT/Cx18PejZMTlcZFdVk3PLzUEiwVoqyhAW1UR2qoK0FRWgJaKAjSU5aGuLA8NJXloKCtAXUkendQUoKVCtRw7ayg1K1qEYgL/xuThyPM0uuXHZgFj3U2wYoANrDurQyAisO9xMnbdT0SVQAwFORaW9rXG8gE2UJKXQ1EFH19diKIFWR+7zvhtkiv0NWqGucuqBPj0dDi9GbhqEOXM3pibupTAlGJ8VuuLdNUg2xZ9zu2NQERgyYlQ2kj2iL9Pi6wrGBgY2gcxQWLVmQgUVQjgYKiBb0d1fefH8EELqxcvXmDs2LEYOXIkAMDCwgKnT59GUFBQo8/Zu3cvLC0tsX37dgCAo6Mjnj17ht9//50RVh8xPKGYFijL+9vIVK3KLKnCTzcol/O1wxxgo99w9M33V2Polfg/pnnUmYPafCNWcp8idk51p+8rqxLQpo8Le1vVM328EZWL3HIe9NRlb13Ky7Ex1t0EY9yMUVjBR0ZxFfI5fJCgJtrVlCixpK2qiE6qlKBq742XtKJKnA/NxPmQLBRw+QAARTk2JniZYGFvK1h1VgdJkngQl48fr8fS9gs+Fp3w8ycusJW0Sm9H52LDZaotqCjHxtph9pjX07KOYHqTw8HiEyHILKmGsgIbv01ywyhX42aPMSanHAuOhkAgIjC4qwF+HPt+2m4EQeKri1F4mlhEDc3P8X5vQ/MMDP+v/PUwCS+Si6GiIIc/p3u+l4DzD1pY9ejRA/v370dCQgLs7OwQGRmJZ8+eYceOHY0+5+XLlxg0aFCd24YOHYpVq1Z18NEydCQnXqWjgMuHibaKTAKFIEh8eT4SVQIxfC104N/DosHHXYvMoVdyd091r7MSfz82H8clZqQ7JrvXqbBsux2HQi4f1p3VGqySnAqkvLLmdO/S6l9wFosFfQ3lOj+3Iyng8HArOg9XI3Po6hRAZQNO9zXHDD9z+vOJy+Ng841YusKkp66Er4bZY4KnKdhsFkorBdh0LQaXJcPr9gYa2DnVnY72kfJPeBbWX3oNnpCAmY4K9s30Rlfj5q0mMkuqMPdIMD3L9Eet7c13CUmS2HQtBv+EZ0OezcLfMz0bneFjYGDoGJ4kFOL3ewkAKGuFxi6iO5oPWlitW7cOHA4HDg4OkJOTg1gsxubNmzFjxoxGn5OXlwcDg7oDqwYGBuBwOKiuroaKikq95/D5fPD5fPrPHA6n/d4EQ5vh8ITYUys3T5Z5laMv0xCYWgIVBTn8Osm1wZZSZkkVvv7nNfX6/W3Qo5avVUmlAF9dpO5b0MuyTq8+PKMUZ4KpjbYt413rCaeiCj5t9DneS3ZbiHcFQZB4k8vB44RC3IvNR3hGGX0fiwX0se2Myd5mGNzVgP7sM0uqsONuAi5HZIMkqSqWf08LrBhgAw1lBZAkicvh2fjh+huUVFLD60v6WuOzQdTwuhSeUIzNN2Jp4drXrjN2vbUZ2BgFXB5mHgpEIZcPB0MNHJzr/V6uTgFgx90EHH2ZDhYL+G2SW5MeWwwM75v/4jkvtagSK06FgSCBSV6mmPgev3M/aGF17tw5nDx5EqdOnYKTkxMiIiKwatUqGBsbY86cOe32c7Zs2YJNmza12+sxtC8HnqSgtEoIG311mX5Z0osr6ay+r0c4NNiWEUvClbk8ETzMtfHpwLpVp41XolFUwYetvjq+HFozc0WSVF4dSQLjPU0a9Cd6klAIgqRMPk206wv694VITCAuj4uQtBIEppYgKLUExZWCOo9xN9PGKFcjjHI1hqFWTaUsu6wafz5IwvmQTIgIqiU53NkQ64bXfL7pxZXYcDmarmLZG2hg6wSXehWctKJKLDsZhje51Jf6ygE2+GyQXYsqTuXVQsw+FIT04iqY6aggwN+3jiXGu+SvR0l05NEPY50xzqNxN3gGhg+B/9o5j8MTYuExypbFw1wbP33i/F6P54MWVmvWrMG6deswdepUAICLiwvS09OxZcuWRoWVoaEh8vPz69yWn58PTU3NBqtVALB+/Xp88cUX9J85HA7MzDre9p6heUoqBTgs2Q77coh9i13WCYLE2guU6WR3K13M8Gs4yPjI81QEpVF+VbumeNQZar/7Jp+On/l9inudasiDuAKEZ5TR+XcNkSaZN3Iz1W7RMXcEJEkij8NDZGYZIjLLEZFZiqisclQJxHUep6oohx7Wuuhrr4/BjgZ1xBRAbUvue5yMf8KzIRRTgqq3rR7WDLWHq+T98YRi7H+Sgj0Pk8AXEVCUZ2PlABss6lPXb4wkSZwJzsSP19+gSiCGrpoitk9ueZWnSiDCgqPBiMvjorOGEk7M96t3vO+Kg09T8Mttyrts7TB7zOrAwGwGhvbiv3TOkw6rJxVUwFBTGftmetWpir8PPmhhVVVVBTa77olUTk4OBNGw7w4AdO/eHTdv3qxz2927d9G9e/dGn6OkpAQlpfcTd8HQNHsfJ6NSIIaTsaZMmYAnA9MRmFoCVUU5bJvQcAswqYCLX/6lToobRnWFua4qfV8lX0R7Xi3sbQVnkxqzT5Ik6T7+nO4WjUaUZJfxAADG77BaxeUJEZlZjvCMUkRmlSEyqxyFXH69x2koy8PTvBN8LDqhm5UuXE2167VYSZJEcFopDjxNwb3YfNoFvoe1Lj4fbEe7GJMkibtv8vHD9TfIKqW2Fnva6OKncS6wfMvMs6iCj/WXXuPuG+rix89SB7umerRYGAlEBBYfD0VwWik0lOUR4P/+XNUDnqfipxuUP9mqQbZY1o8JVmb4OPgvnfO23orFg7gCKMmzsX+21wcRGfVBC6vRo0dj8+bNMDc3h5OTE8LDw7Fjxw7MmzePfsz69euRnZ2NY8eOAQCWLFmCP//8E2vXrsW8efPw4MEDnDt3Djdu3Hhfb4OhlWSWVCHgRRoAYPUQuxZveuWV87BNWkUYal9HMEkRSypaAhGBvnad6xh6AlR7J4/Dg5mOSr2h9MDUEkRnc6CswMbivo37UqlKAn+5bfSYaoriCj4CU0vwKqUYwWmliMvj1IvBkWOzYGegAXczLbibacPdrBNs9dUbtTCoEohwNSIHx1+lIyanZvZicFcDLO1nXWfzMTq7HJtvxNJhy0Zaylg/whGjXY3q/X3dep2Lby5Ho6RSAAU5FtYMtcf8XlYtHjYXiQl8fjYCTxOLoKoohwB/3zrRN++SgOep+P4atWm6rJ81Phv4fuwdGBj+nznyPBUHnlIdjV8mutLV8/fNBy2s/vjjD2zcuBHLli1DQUEBjI2NsXjxYnz77bf0Y3Jzc5GRkUH/2dLSEjdu3MDnn3+OXbt2wdTUFAcPHmSsFj5Ctt+Jh0BEoIe1LvrLMAz83dVoVEgy+WZ1t2jwMcdfpiEsowxqinLYMt6ljghIK6rEfknI88aRXesNRB+ROK+P9zSFThMeRdadqUpKXF77DYZW8EUITCnGs6QivEwuRlwet95jTDupwMO8k0REaaGrkRZUFJsujZMkidfZ5TgTnImrETmo4FNiUEmejfGeppjfy7LOhk12WTV++zce/4RnAwAU5dlY0MsSy/vb1HM4LuTy8e2VaNyKzgNAxdpsn+wmkyiStnZvvM6FghwL+2Z5wavL+9m6O/wsFT9crxFVa4baM67qDAzvmNvRufTv4Zqh9hjr/uHMNn7QwkpDQwM7d+7Ezp07G31MQEBAvdv69euH8PDwjjswhg4nPo+LK5HUiv7XIxxbfOK6E5OHf2OoTL4t410arIbkc3jYfodq5a0b7lCvVffbnXgIxST62HXG4K51248cnhAPJAaXcxoRbVK8ulCtskfxhbgSkd2qX3yRmEBkVjmeJRbhaWIhIjLL6KFxKfYGGuhurQsfCx34WHSSqRSeVVqFa5G5uBSWhcSCCvr2LrqqmOFnjkleZnUMLgu4PPz1MBmnAjMgEFMt+TFuxlg7zB6mnepWBgmCxIXQLGy5FYvSKiHk2Sws7mtFx9q0FJIk8f21GFwKz4Ycm4U90z3R2/bdOilL+etREj1TxYgqBob3Q2h6CT47QxkCz/AzbzLU/n3wQQsrhv9ffr+bAJKkNs5qzzc1RQVfhO+uxgAAFvaxqueVJOWH62/A5YvgZqaN6W8NtUdnl+N6VC5YLGD9cId6J837sfkQiknY6qs3m/nnYqqFRX2ssP9JCtacj0JeOQ+zundpNPgZoIRbTDYHYRmlCE0vRVBqCV09ktJFVxU9rPXQy0YP3ax0ms3Pe5vssmrcep2Lm69zEVbLWkFJno0hToaY5muGbpa6dVqFxRV87H2cjOOv0sETUoKqu5Uuvh7hWCdsWsqbHA42XH5Nv76jkSZ+m+Qqc+tOun15TGJlsGOyG4Y4GTb/xHaGmqtLxO77VKTSZwNtsWqQLSOqGBjeMSmFFVhwNAR8EYGBDvrYNMbpg/s9ZIQVwwdHWEYpbsfkgc0CVg2ya/4JEv54kIjccmouauWAhmdeXqUU40ZULtgsKqT37YqW1C9rtKtxg8LseRI1S/R2Jasx1g1zQEZxFe7G5mPLrTjsvJeI7ta6MNZWRidVRfBFBLg8IbJKq5FWXInMkvqRNdqqCuhhrYvetp3Ry0YPZjr1Z8aagiRJJBVU4M6bfPwbk4eorHL6PhaLEkhj3IwxwtWonmVBAYeHg89SceJVOr1J6G6mjS+H2KOnjW69LzQOT4gddxJw7GUaCBJQU5TDqkF2mNvTosEYoeaO+5d/43HkeRoAYMsnLu+l3E+SJH66UZNduHaYPTOozsDwHijk8jHnSBBKq4RwM9XCH9M9Wrwp/i5hhBXDBwVJkthyk9q0muhl2mxVSEpSAReHJEOM341yanCmiCBIOtpmmq95vepJSmEFbsdQc0DL+zd84ozOpkSJu5l2i46LzWZh1zR3XIvMxa77CcgsqaZbiY1hoq0CV1MteFvowNdCB12NNWV2ExcTJELSSnAvNh933+QjrbiKvo/FAny66GCEiyFGuBg12DpMlcyZXQzNolt+LiZa+GKwHfrZd64nqIRiAidfpWPX/USUVgkBACNdjbBxZNdWWSGQJIlf/43H35IYo5/GOWOq77sPVRYTJL6+9BpnQygj2O9Gd4V/T8t3fhwMDP/vVAlEmH80GJklVNj9obk+TVb/3ycf5lEx/N/yKKEQwWmlUJJn4/PBLatWUXEibyAiSAx00MegRqpJVyNzEJ3NgYaSfIOvfexlOkgSGOigsBA2kAAARGNJREFU36CgI0kSyYXUHFJjbcaGUJKXw0QvU0zwNEF0NgcRmaUo4PJRViWEsgIbqoryMOmkgi46qrAz0Gh1aC9PKMaThELceZOPB3EFKKll+qkox0Z3a10MdTLE4K4G6KzRcPswNL0Uh5+l4lZ0LqSjXF5dOmFFf5sGBZXUamHb7TgkF1K+XTb66vhudNdWz0GRJIntdxLobMhvR3XFzPfgD8UXibHqTARuRVPV020TXDFJxrxHBgaGtiMSE1hxKhxRWeXopKqAAH8f6Mk4AvEuYYQVwwcDSZL4/a7EH6qHBYy0Wub/9CCuAE8Ti6Aox8a3oxtOMheICGy/Sw0dL+lnXe+XkicU0xtusxvJExQRJG2O2RqXbxaLBRdTrQZnklpLJV+EB3EFuB2dh4fxBXWMP7VUFGih2ceuM9SVGv51F4gI3Hidg6Mv0hGRWUbfPsBBH0v6WsPHolODMwwvk4ux/U48QiR5gp1UFfDFEHtM8zFrdXleWqmSiqrvR3fF3PdQIargi7DoWAheJBdDUY6NXVPdMdzF6J0fBwPD/zskSeLbqzG0V9XBOT6w6vx+MgBbCiOsGD4YbkVT8z+qinJY1MeqRc8Rign8LGkd+veyaNQs8kJoFjJLqqGnrgT/nhb17n8QV4DyaiGMtZTRq1ZW4Ns/Swr7Pbb1+SIxHsUX4mpkDu7H5tPD5ABgrKWMIU6GGOpkCB+LTk0KnAIuD6cDM3EykAq4BqjK1lh3Y8zvbQkHw4arclFZZdh+JwGPEwoBUEPv83tZYkk/6zbFypAkiZ9vxtK+NBtGOr4XUVXI5WNeQDBeZ5dDTVEOB2Z718mPZGBgeHfse5KCU4EZYLGAXVM93pvNiiwwworhg0AkJvDbHaqitKC3VYvLvGeCMpBcWAkdNcVG56JEYgJ7H1MVkKX9rBvsy9+TOIGPdDVqdJ5JRUEOOmqKKKkUIKWwEm4tnLNqD0iSREh6KS6FZeNGVA44tUxHzXVUMdLVCMOdDeFiotXkhgxBkHiZUoxTgRn4NyaPtm7orKGEWd26YJqveaNtwsjMMvzxIAn3YqnPSp7NwjRfcyzvb9PmSBmCILHpWgyOvqTCmH8c5/xe4mHSiysx+zCVQaijpogjc33e6d8zAwNDDdejcrD1FpX3+u2orhjm/O43glsDI6wYPgj+Cc9GSmElOqkqYGHvllUpKvgi7LxHrb+vGmTbaLXkZnQeMkqoE+U03/ozMgRB4kE8NVA+0LHxbT8WiwUnY008TSxCeEbpOznhZpVW4VJYNi6EZiGjpGYA3VBTGaPdjDDazbhZMQUApZUCXAjNwqmgDKRKMgwBwNNcG3N6WGC4s1G9SBspkZll2HU/kR66Z7OAce4mWDnQFhZ6bY+TEYkJrLkQRbdifxrn/F5mqqKyyjAvIBhFFQKY6ajg2Dy/epE8DAwM74aQtBJ8cS4SAODf0+KjWhphhBXDe0ckJvCnxOZgSV9raLSwnRTwPBXFlQJY6qlhWhMbYwESp/TZjXhIpRZXoqxKCCV5NrybKTP3teuMp4lFOP4qHbO6W8i8rdcSqgQi3I7Ow4XQLLxILqZvV1OUw3AXI4z3MIGflW6zP5sgSLxKKcbp4Ez8G51Hb/epK8ljnIcxpvt2QVfjhtt9JEkiMLUEfz1KxhNJy0+OzcJYd2Ms728D63aacagWiLHqbDht6rp9stt7sVR4GFeA5afCUCUQo6uRJgLm+UBf4/1njjEw/D+SWlSJhcdCIBARGNzVABtGNjw7+6HCCCuG986F0Cy69TKre8sqFeXVQjp2ZtUg20Y9kl5nlSMsowwKcizM8Gv4taUWCl2NNZsdup7iY4bd9xORXFiJPx8k4bNB7ZMRJyZIBKYW41JYNm69zkVlrSH0Hta6mOhlimHOhi1aLy6u4NPVqfRaNgtOxpqY4dcFY92N68XOSCFJEo/iC7H7QSLCJeaeUkG1or9Nuw6NllcJ4R8QhLCMMijKsfHndI/3Yv55OigDGy5HQ0yQ6G2rh79meLZY3DMwMLQvJZUC+Nfyqto11b1DLmA7EkZYMbxX+CIx/nhAVauWNTL/1BBHnqeCwxPBzkAdo12NG33c+VDKf2i4s1Gjs0OZkhabTQtEg4ayAtYNd8TX/7zG7/cSQILEZwNb58BNECTCM0tx83UerkflIJ/Dp+8z11HFRC9TfOJh0iJDUJIk8SqlBKeCMnA7OpfeXtRQksdod2NM8zFvchtRJCZw43Uu9j5OQWwulW2oKM/GJC9TLO5j3WCQdVvIKK7C/KPBSCyogJaKAg7M9oavpU67/ozmIAgSv92p2UAc72mCbRNcZTYyZWBgaB94QjEWHgtBWnEVTDup4OCcD9erqik+viNm+E9xLiQL2WXV0NdQavFcTXm1kHbB/mygXZ3oldoIRASuSvIGJ3qZNvp6JZWUoaWOesv8o6b7maO0SoBf/43HznuJCEotwYoBNuhuVd+J/G0KuDwEppTgaWIhHsUX0tt4AKCpLI+RrkYY72kK7y4NWxy8DYcnxMXQLBx/lY6UwprZKTdTLUz3M8doN+Mmv5h4QjHOhWRi3+MUZJdRru+qinKY4WeOhX2sOqQdFpxWgkXHQlBaJYSBphKOzfNrsRFse8EXibH2QhSuRFD/PpiIGgaG9wtJkth4ORqh6aXQVJZHgL9PoxfDHzqMsGJ4bwjFBPZKqgXL+llDWaFlwbwnA9PBlVSrhjexJfIqpRhlVULoqSuhZxPr8tVCqu2mqtDyX4fl/W2griSPzTdj8SK5GC+Si9FZQwk9rXVhoadGbzXyhGLklvOQXlyJNzkc5JTz6ryOhpI8BjjqY5SrMfrY6bU4nDipgIujL9JxKSyLbhuqKcphjLsJZviZN5uvWF4lxInAdBx5noqiCspIVFdNEbO7W2BOjy7QVm2dSWlTkCSJU0EZ2HT1DQRiAm6mWtg/2xsGMoRGtwellQIsOh6C4LRSyLNZ+Hm8CyYzxp8MDO+VE6/ScT40C2wWsGeGJ2z03+3FVnvCCCuG98Y/YdnILqO8pVoaV8IXiensuMV9rButVgFUYDIADHLUb7JHr6lM/RpU8IUtPHKKOT0sMMBBH389SsaL5CKkF1fhsqQC0hgsFmBvoIHetnrobdsZ3ax0G93GexuSJPE4oRCHnqXiaWIRfbutvjpmd++CTzxNGzUBlZJbXo0DT1JxJjiDNhM17aSCxX2sMMnbrMXiVlaqBCJsuByNS2HU5t8wJ0P8PsW9weihjiSlsALzAoKRVlwFDSV5/D3TC71sGY8qBob3SXBaCTZdo+LGvhrm0OrUhg8FRlgxvBeEYgJ/PKSsEhb3sWrxCf16ZC4KuXyJ3UDjs1UAFY8DAIOasFAAQFdnct+qJrUEMx1VbBnvAp5QjLD0UgSnlSKPw0NxBR8sFqCsIAc9dSVY6KrCWl8drqbazYqftxGICFyJyMbBp6mIz+cCoCwPBjkaYG4PC3S3br4FmVZUiX1PknEhNIuev3Iw1MCiPlYY7WbcoXNFMTnl+PR0OFIKK8FmAWuHOWBxH6t33nYLTCnG4hOhKKsSwkRbBUf8fWBn8PFeFTMw/BfIK+dh6YkwiAgSo1yNWmwO/SHDCCuG98LViBxkllRDV00RM7q1rFpFkiQOS6wTZnXv0mSlp4DDQ3pxFVgswNeq6aFoF0nbTLoF1xqUFeTQw0avXR26uTwhTgZm4MjzVHqwXU1RDlN8zOHf06JFQ+0xOeX4+1Eybr6uyf7zs9TBsv426GOr16HihicU46+HSdj7OAUCMQEDTSXsmuqBbla6HfYzG+NCaBbWX4qCUEzC3UwbB2Z7f7TzGwwM/xXEBImVp8NRVMGHg6EGfpno+p+Yc2SEFcM7hyBI/C1xQp/f27LFWx9hGaWIyeFASZ6N6c20DsMkIsneQKPZmBV3c23IsVnILqtGSmHFe8+hKq7gI+BFGgJepIErcVjX11CCf09LTPczh5ZK81YA0dnl2HU/EXcljvIA0M++M1b0t4G3Rcdu35EkifuxBfj5ZixSJGakgxwN8MtEV+i0MmC6tRAEiR13E2iftBEuhtgx2b3DWp4MDAwt56+HSQhKK4Gaohz2zvT6KDcAG+K/8S4YPioexhcgqaACGkryMsWWnAqkrBNGuxmjUzMn6OTCCgBo1ACzNupK8uhr1xkP4gpw6FkqNn/i0uJjak+ySqtw8Ck1/yTN/7PurIYlfa0x1t2kRbNYYRml+ON+Ih7GU21QFgsY5WqMZf2s4WjU/GfRFgQiAvdi87HvSQoiJWHOBppK+H60E4Y5G77zK9FqgRirz0fg5us8AMDy/tZYPdi+ybk8BgaGd0Noeil23qfGQX4c59wuKQ4fCoywYninkCSJPZLqwXQ/8xYbMXJ5Qtx4TQ2GN+WyLiW5gBJWLXUIX9zHCg/iCnA+JAv+PS3e6UZKUgEXfz1KxpWIHIgl/TpXUy0s62eDIV0NWiQEorPLsf1OPC2o2CxgrLsJlve3gY1+x1XgSJJETA4Ht6JzcT4ki7aPUFGQw5weFljaz7pFFbb2poDDw4JjIYjKKoeCHAtbxrs2abnBwMDw7uDwhPjsTDjEBImx7sb4xOPdpy10JIywYninBKeVUk7b8mzMb2EmIADcjs4DT0jAurMaPM21m318YQV1gjds4Sq/n5Uu+tl3xqP4Qnx2JgL/LOvZ4m291kCSJILTSrH/SQodagwAvWz0sLSfNXq0YCAdABLyufj9bgJuRVNVGTk2CxM8TbCsn02HXAFW8EWIzeUgJrscoRllCE4tQR6nZui/s4YSJnubYm4Py/c2wxSdXY4FR0OQx+Ghk6oC9s169+ajDAwMjfPT9TfIKq2GaScV/DjO+T8xV1UbRlgxvFP2SmarJnqZymQ+KQ3oHedu0qJfwvJqyjpBW7Xl1ZJtE1wxbOcTxORwsPZCJH6d5Nbu23JCMYGbr3Nx6FkqorLK6duHOhlgWT+bFgc7Z5dVY8edBFwKzwJJUi2/MW7GWDXIrl2Dg3PKqhGcVoLgtBKEpJUiPp8Lkqz7GGUFNvrZ6WOkqxGGOhl2qCBtjtvRefj8bASqhWLY6Kvj0BxvdNH977QYGBg+dl4kF+FcSBYA4Pcp7s3OwH6MMMKK4Z2RWlSJB3EFYLGAhb1bvlJbwOXhZQoVRjyuhSVjgYiaUZJFGBloKuO3SW5YdDwUlyNyUFIlxN8zPBvN1ZOFrNIqnA3OxJngTBRK2mWK8mxM8DTFgt6WLW5ZllcJ8dejJBx5kUa/x2FOhvhiiF27WAcUcvl4kVyE50lFeJVSgoySqnqPMdRUhpOxJlxNteFj2QkeZp3euR/V25AktRDxy+14AEBvWz3smeH5n/zSZmD4WOEJxfjmn2gAwMxu5vDp4EWa9wUjrBjeGUdfpAEA+tvry1RV+TcmHyQJuJlpt8hiAACUJFUTqfhoKQMdDXBwjjeWnQjDk4RCDN/1FBtHdcUgR32Zy9WllQLcjc3HxdAsBKaW0LfrqSthdvcumOFnDl31lrXLhGICx16mY/f9RLoa181KB+uHO7a4ytUY+RwerkXm4GpkTp0qGkDNajkZa8HHQgc+Fp3g1aUT9N+xU3pz8EVifH0pGhfDqKvgOd27YOOors0GajMwMLxb/niQiNSiShhoKmHtMIf3fTgdBiOsGN4J5VVCnAuhtvr8e1rI9Nw7MdT8UFPxNW8jHYovq5bNTR2ghN+phX5YdjIMGSVVWHgsBOY6qpjX0wJDnAxhpKXcoMji8oSIzeUiMKUYz5OLEJxWSg+jA0APa13M8OuCwV0NZHJbfxRfiB9vvKGzAO0M1LFuuAP628su9qTwhGL8G5OHi2HZeJZYiFqHia5Gmuhlq4fu1rrw7tKpxQsG74PiCj6WnAhFcFop5NgsfDe6K2Z3t3jfh8XAwPAWSQUV2Pc4BQCwaYzzf7qazAgrhnfCaUmEioOhBnrJYKJZwRchMIWq9jTnoF4bMx0VAGiwldUSPMw74e4XffHXwyT8E56NjJIqfH/tDb6/9gY6aorooqsKdSV5sFgslFcLUcjh1csBBABHI02MdDHEJ56mMNFWkekYkgq4+OF6LJ5IHOR11RSxeog9pviYNRnR0xTJhRU48jwVVyJyaI8sAPDq0gnj3I0xzNnoozHOTMjnYv7RYGSWVENDWR57pnuij93HHYXBwPBfZeutWIgIEgMd9DFMhovkjxFGWDF0OGKCxPGX6QCAeb0sZaqyvEwuhkBMwFxHFdadW94+lLYa4/M4sh1sLdSV5LF2mAPm97LE1cgcXA7PRnQOByWVApRUChp8jqGmMry6dEI3Kx30sevcqsFpLk+I3fcTceR5GkQECUU5Nvx7WmD5AJtWX+WFppdi/5Nk3HmTTw+fm2irYIKXKSZ4mnx0A94P4wvw6alwVPBF6KKrikNzvD/q0FYGhv8yL5KLcC+2AHJsFtaPcHzfh9PhMMKKocN5GFeA7LJqdFJVwJhm8v3e5kUyFTbcS8b4Fa8u1FBkYGoJCIJskymkrjrleu7f0xI8oRjxeVzkllejSiCGmCChraoIHTVF2HRWh5YMW4hvQxAkLoVnY9vtOHrAfZCjPjaO6toq4UOSJB4lFOKvh0kITiulb5dmDPaw1v3ozDJJksSR52n46cYbECQVz/P3TK937ujOwMDQMgiCxM83YwEA033NO9RX70OBEVYMHc6JQKpaNcnbTOYokRdJ1DZgT2vZMvhcTbWgpiiHsiohorLL4d7GAW8pygpycDPTbvPA+Nu8yeHgu6vRtACy1FPDt6O7or+9fqteLzS9FNtuxyFIMjSvIMfCOHcTLOpjBduPNHhYKCbw7ZUYnA7KAABM9jbFT+Nc3qu9AwMDQ9Nci8pBdDYH6kry+GyQ7fs+nHcCI6wYOpTUoko8ii8Ei4Vm8/3eprxKiPh8LgDAr5kg5bdRkGNjoKMBrkbm4HxIZrsJq/amvEqIHXfjcfxVOgiScixfOdAW83pZQEledguD2FwOtt+Jx73YAgCUpcPsbl2wsI8VDD6wbT5ZKK0UYOnJULxKKQGLBXw93BELesvWVmZgYHi3iAkSuySxNYv7WEGvhVvQHzuMsGLoUI69TAMADLDXl9kJPCyjpnrTml/Iqb5muBqZg0th2Vg1yO6DGsomCBLnQzOx7XY8Pa810sUI34x0hLGMQ+4AJdB+uxOPk4GUQJNjszDR0xSrBtvCSEv21/uQSCrgYsHREKQVV0FNUQ67p3lgoAyLDAwMDO+HW9G5SCmshJaKAubKuA3+McMIK4YOo1ogxsVQyltoVveWhy1LicwqA4BWV5u6W+nCzVQLkVnl2Hkv4b2FK79NaHoJfrj2BpESzyhbfXV8P8YJPWXYlpQiJkicD8nEL//WCLQRLoZYPcS+xaajHzKPEwqx4mQYuHwRTLRVcHiuD+wNP85WJgPD/xMEQeLPB1QurH9Piw/atqW9YYQVQ4dxPSoHHJ4IZjoq6GMr+xp8dDYlPFxMtFr181ksFr4e4Ygp+1/hdFAGZnbrAkcjzVa9VnuQU1aNX27H4XIEFSatriSPVYNsMaeHRauic97kcLD+n9eIzCwDQAm0TWOd0EPGebQPEZIkEfAiDT9ep4bUfSw6Ye9MrxYbqjIwMLxf7sXmIy6PC3Ulefj3aHku7H8BRlgxdBhngylD0Kk+5q3aPovNpearuhq3Xgz5WeliuLMhbkXnYeXpcPyzvCfU2yGiRha4PCH2P0nBgacp4AkJsFjAJC9TfDnUXqa8RCk8oRi77idi/5MUiAkSGkryWDXYDrO7d2n3bMP3gUBE4Lur0TgdRP37mehlis2fOLdq5oyBgeH9cOApZQY6u3uXNm1Lf4wwwoqhQ4jN5SAknXLDnuhlKvPzK/kiZJdVA0CbM/B+GOuMsIxSJBZUYPW5CPw1w6vVBpuywBOKcSowA388SERpFeUA72PRCRtHdYWrqXarXjM4rQRrzkcirZgyPh3ubIjvxzh91IPptSmpFGDpiVAEpjJD6gwMHytRWWUITiuFghwLc3pYvO/DeecwwoqhQzgpsVgY6mTQqpN+ahEV36Kjpthmj6LOGkr4a4YXpu5/iX9j8vHVxShsHe/SYVlyPKEY50MysedhMvI4lBu7VWc1rBlij2HOhq0SCTyhGNvvxOPgs1SQJGVE+sNYJwxx+u84GMfncbHgGOWkrq4kj93T3DHAgRlSZ2D42DjyPA0AMMrV+D9z0ScLjLBiaHcq+SJcDqfmiGb6yT60DtRE0XTRbVnocnN4demEXVM9sOJUGC6EZqGQy8fuaR7QUmm/EnVZlQAnAzNw5HkqiiqoQXIjLWV8OsAWk71NWy3kwjJK8eW5SKRIxOYkL1NsHN31P5W1dfdNPladCUelQAxzHVUcnOPd5kolAwPDuyefw8P1KOr7f17P/6/ZKimMsGJod65F5qCCL4KVnhq6W+u26jWySilhZa7TPsIKAEa4GGHvTC+sPBOOxwmFGLHrKTaOcsRQp9ZVkQBqyDo8swxngzJxOSIbfBEBgIqLWdzXClN8zFo9GyQUE/jjQRL+fJAIggQMNJWwZbzLf6qKQxAk9jxMwva7CQCoTc6/ZniiE+OkzsDwUXImKBNCMQnvLp3gYtq6xaOPHUZYMbQ7p6VD675mrRYs+Rwq0sWwncvIQ5wMcX5xDyw7FYrMkmosORGG7la6+F97dx7eVJX/D/ydNk26pwtN05ZutHSDQilrwRG0yKIyIIiCqCCO44osjvJDRXEZwR386ogOM4yCMIogg8wItiiiUFkKZSnYDWhLd7olbUmaJvf3R2m0dm9vm6Xv1/Pkgdx7c/M5N725n5xz7jkP3hCKSZE+napVMhgFpOVX4sCFUvzvbJGpvxPQOOnyQ38IxYzh/j3qSH6xrAbLP08zDckwK84fL80cKmoNm7nV6hrwlx2n8c25YgCNnVxX3x5jEx3wifojg1HAFycav/8XjOvagNC2hIkViSq9sBqn86sgtZNgdnzXO603aZorrzcG9YwdqMC3yybibwez8dGhi0i5WI6Ui+WwkwBTYlSID/aAn8IJ3q4yQAB0DUYUVWuRW1GL9AI10vKrUKNrMO3PWWaPaUNUuGdsEEYGe/aoo7UgCNhx4gpe3JOOa3oD3B2lePWO2C7PsWjpLl+txcNbUpFRooGDvQSvzByKeV0cmZ+ILMuPWWUoqLoGd0cppg/1M3c4ZmPxiVVISAhyc3NbLH/sscfwwQcftFj+r3/9Cw888ECzZXK5HFqtttdipF9tSWn8rKYNVfVo+gKNtvEuOvdeqqFxktnjqSmRuGtUID5NuYyvThVAqzdiX3ox9qUXd/h6N0cpJkUqMTlaicnRvnARYQiH8hodnv3qLPanlwAAxod54+27hlv9yOm/931GKZZuPwW1tgE+bnJsvDfeNGk2EVmvf18fImV2/MAuzwtrSyw+sTp+/DgMBoPp+blz53DLLbdg7ty5bb7G3d0dGRkZpue8VbtvVNfpsTutAAB6fIttra7xM+/tMacCvZzx3G0xWDktCmn5jbcInyuoRplGh/JaHeztJJBJ7aB0c0SQlzPCla6ID/JEhK+rqHcVHsosw192nEapRgcHewlW3BKJh28c1K3xvyxVU3+qd5IzIQhAfJAHPrx3ZL+8a4jI1pRqtEi+0PijcH4/r322+MTKx6f5iN3r1q1DWFgYJk6c2OZrJBIJVCrbuQ3dWuw6dQVavRGRvm4YFezZo30ZBAEAYNdHSbHU3g6jQrwwKqRva060egPWffML/nXkMgAgXOmKDfPiMMTftjp9qrV6PPXFaSSdb/zivWdsEF6cEcNBP4lsxJepV9BgFDAiyKPfTztl8YnVb9XX12Pr1q1YsWJFu7VQNTU1CA4OhtFoRHx8PF577TUMGTKkze11Oh10Op3puVqtFjXu/kAQBHx2NA8AcO+4oB7XEjZV1AjXEyxblF5YjaX/TkN2aQ2Axs7bq6ZHw0lmW8nGhSI1Ht2aisvldZBJ7fDqzKG4a3SgucMi6rfEvuYZjYJppo35o/t3bRUAWNXtN7t370ZVVRUWLVrU5jaRkZH45z//if/85z/YunUrjEYjxo8fjytXrrT5mrVr10KhUJgegYH80u+qo5cqkF1aA2eZPWaNCOjx/pxljTn/bzuJ24oGgxEfHszBrA8OI7u0Bj5ucmxeNBovzxxqc0nVFyfyccffDuNyeR0CPJzw5SMJTKqIzEzsa97PF8uRW14HV7kUtw/vv53Wm0gEK6oSmDp1KmQyGb7++utOv0av1yM6Ohrz58/HK6+80uo2rWXvgYGBqK6uhru7+SbttSYPbzmB/eklmD8mCGtnx/Z4fyu+SMOukwVYOS0Kj04KEyFCy5BTVoMVX5w2TZx8S4wvXp8zrMejy1uaa/UGrP7POXyZ2viDZmKED9bfHcfxqYgsgNjXvKX/PoX/pBXinrFBeO2Onn//WzuraQrMzc1FcnIydu3a1aXXOTg4YMSIEcjOzm5zG7lcDrlc/Nv6+4uCqmumvjMPTAgRZZ8BHo13wl26WiPK/sxNbzDi7z9exPrkLNQ3GOHmKMXq22Mwd+RAm7u54pdiNZ7YdgrZpTWwkwArbonAY5PCbaojPpE1E/OaV31Nj33Xx6K7exRrowErSqw2b94MpVKJ2267rUuvMxgMOHv2LG699dZeioy2/pwLo9A4PIBY05A0TVJ8Or9alP2Z0+n8KqzadRbnixr7MdwY4YPX58Ta3DAKgiBg69E8vLr3PHQNRijd5Fg/Lw7jwwaYOzQi6iX/PVMEXYMREb6uGNZPR1r/PatIrIxGIzZv3oyFCxdCKm0e8v3334+AgACsXbsWAPDyyy9j3LhxCA8PR1VVFd58803k5ubiT3/6kzlCt3lavcHUafH+hO7NC9iauEAPAEBGiQb5FXUIFHFqm75SfU2P9cmZ+OTIZRgFQOHkgNW3x2BOfIDN1VJV1dXjmS/P4NvrNZeTIn3w1tzhPRrLjIgs347Uxu//O22w9r27rCKxSk5ORl5eHhYvXtxiXV5eHuzsfu2DX1lZiYceegjFxcXw9PTEyJEjceTIEcTExPRlyP3Gf88UoaK2Hv4KR0yOFm8OOx83OSaEe+Nwdjm+TL2C5bdEiLbv3ma4fofMW99moKK2cTLmWXH+eP72GJtMNH7MahyDq0TdOAbXymlRWDwhlE1/RDYuu7QGp/KqYG8nEeWmJVthFYnVlClT2rzt/uDBg82ev/vuu3j33Xf7ICoSBAGbj1wCACwYFyzqgJkAcNeoQBzOLseWn3OxeEIoFM6WPU+eIAg4lHUVr/33AjJKNACAMB8XvDhjCG6M8Ong1dbnWr0Br+/7dQyuQQNc8N78ERgawOYAov6g6eaUSRE+ULpxoN8mVpFYkWVKza3EuQI15FI73NMLI+3eGuuH//suG9mlNXhu91n83/wRFlnVLAgCjuSUY0NyFo5drgDQ2Oy3NHEw7ksItslJhU9crsDTX57Bpau1AID7xgXj2VttbwwuImqdwSjgq1ONidWdI7s/L6wtYmJF3bb5ek3FHSMCeuU2egd7O7xx5zDctTEFe88UwU/hiGdvjbaY5MpoFPDdL6X48IccpOZWAgBk9na4LyEYS24Oh4ez7Q0tUFffgLf2Z2LzkUsQBEDl7oh1c2IxKVJp7tCIqA8dyipDiVoHT2cHJIrYDcQWMLGibilRa7H/+i229yeE9Nr7xAd5Ys0fh+D53efw9x8voUStw9rZsaJMetxdVXX1+DL1CrYdzcPF6zU2suu1do9MDINKYZtV4ocyy/D87nPIq6gD0PgrdfXtMVD00kTZRGS5mpoBZ8YFQCa1vVr5nmBiRd2y7WgeGowCRod4Isa/dwdRvXdcMBzsJXj2q3PYc7oQp/Ir8f+mRWP6UFWfdZBuMBiRcrEcO05cwb70YtQ3GAE0ThJ977hgLJ4QAqWNTiZcqtHir/+9gP+kFQIA/BWOeG02a6mI+qvqOj2S0hvvAGYzYEtMrKjL6huM2HascV7A+3qxtuq37h4dhDAfVzy5/RTyK67h8W0nEenrhkcnhWF6rKpXJvOtq2/AkexyHPilFPvTi013+AFAtJ877h0XhJlxAXA1Y+1Zb9IbjPg0JRfrkzKh0TXATgIsHB+CFbdEwM2RtVRE/dWe0wWoNxgRpXLDkF7+YW2NbPOKQL1qX3oxyjQ6KN3kmDZE1WfvOyrEC0krJuLjQxfxz8OXkFGiwbLP07DmawfcHKnElCG+GB8+AO7dvOhrtHqcuVKN1NxKpOSUIzWv0lQzBQCezg64NdYP80YHYWiAu8X09RKbIAj4PqMUr/73Ai6WNTZ1Dh+owCuzhpoGbiWi/qupGXDuqECb/R7sCSZW1GVbf84FAMwfE9TnbesucimW3xKBxTeE4pMjl7H9WB5K1FrsOlWAXacKIJEAYT6uiA1QINjbGQM9neHl4gA3RwfYSQCjANTVG1B9TY8yjQ4FldeQW16LrNIa5FfW4fejegz0dMLNUUpMjvZFQpi3Td7h91tnrlThjX0Z+Cn7KgDA20WGZ6ZFYu7IQI5LRUTILNHg9JVqSO0kmBXnb+5wLBITK+qS7NIaHLtUATsJMG+M+eaFUjg54MnEwXhsUhiOX67Et+eL8UNGGS5erUV2aQ2yS7s3x+BATyfEBXpg3CBvJIR5Y9AAl37xi+x8oRrvHcjCvvTGGxIc7CVYPCEUj98c3u0aQCKyPU21VTdHKeFtgwMei4GJFXXJjhON0xfcHOVrEXPdSe3tkBDWmARhBlCm0eHMlSr8UqxBXnkdCquvofqaHhptA4yCAAkAZ5kU7k5SeLvIEeDphEBPJ4Qr3RDh69rvvihO5lXiox9ysP96R1SJpHH4jOWTI6xyGiEi6j16gxG7ThYAYKf19jCxok7TG4zYebKpbd0yTyofNzkSo305rko76huM+OZcEbak5OLE9fG3JBLg9mH+ePLmcAwWaSJtIrIthzLLcLVGB28XGW6K4l3BbWFiRZ12MKMMV2vqMcBVjpt5UlmdzBINdp68gl0nC1Cm0QFobPKbFReAP984iAkVEbWrqRlw1ogAm+9v2hNMrKjTdqc1VgHPivPnSWUFjEYB5wqrkXyhFPvOFSGz5Nd+Z0o3Oe4ZG4T5Y4Lga6PjbxGReCpq65F8gWNXdQYTK+qUWl0Dks83nlScxdwy1eoacKFIjbT8KqTmVuLni+WorNOb1kvtJLg5SonZ8QNxc5SSoyUTUaftSSuA3iBgaIA7ov04dlV7mFhRp/yQWQZdgxHB3s4cEM7Mquv0yCrV4GJZLXKu1iCntAZZpTXIq2g5XISbXIrx4d6YOkSFxChfKJx5hx8Rdd2O682Ad8aztqojTKyoU5Ku11ZNHaLqF8MPWIpaXQOOXa7AydxKnC2oRnqh2tQ/qjW+7nIM9VdgZIgnxoR4YXigB5ttiahHzheqkV6ohoO9BDPj2GLRESZW1CFBEEwDRt7E+eF63ZXKOuw7V4xvz5fgZG4lGoxCi238FY4IU7pi0AAXhCldEe7jigiVGwb0s+EiiKj3fXWqsbYqMcoXni4yM0dj+ZhYUYcySjQo0+jg5GCP+GAPc4djk7R6A/53tgg7TlxBysXyZusCvZwwJsQbcYEKDA1QYLCvm83OT0hElsVgFLDndOME7HfEs7aqM/jtTB06lVcFAIgP9uiVyY77s1KNFp8eycW2Y3mmSZ4lEmBMiBemDVVhcrQvB+okIrM5erEcJWod3B2lmBTpY+5wrAITK+pQemE1AGCov8LMkdiOvPI6fHQoBztSr5gmeg7wcMLdowMxOz4AAz2ZTBGR+TUNs3PbMD/+sO4kJlbUoZzSWgBApIoDSPZUXnkd3v8+CztPFsBwve9UfJAH/nzjIEyO9oWUHc2JyEJo9QZ8c7Zx/lB2Wu88JlbUoVKNFgCg4kCS3VZcrcX/fZeFz4/nmzqj/2HwADx+UzjGhnrxTksisjjf/1IKja4B/gpHjAnxMnc4VoOJFXWo+lrjIJO8G6TrKmrr8eHBbHySkmtq8vvD4AFYNjkCI4M9zRwdEVHbvj7T2Gl9Rpw/7Oz446+zmFhRh2TXm6eaEgPqmEarxz9+uoRNP15Cja4BADA6xBNPTYnEuEHeZo6OiKh9Wr0BBzPKAAC3x/qbORrrwsSKOuRy/db+yrp6M0di+a7VG7Dl58v48GCOaTqZGD93PD0tEpMifNjkR0RW4XD2VdTVG+CncMTQAM620RVMrKhDQ/zdkVVagxOXKzGJA4S26lq9AduO5WHjDzmmkdEHDXDBiikRuHWoH6vRiciqfJveONvGlBhf/iDsIiZW1KEJ4QOwO60QSedLsOKWCCYJv6HR6rHtaB7+/uMlXK1pTKgGejrhycTBmD0igHf5EZHVMRgFJF+4nlgNUZk5GuvDxIo6lBjtC1e5FBklGry+/xesmh5t7pDM7kplHbb8nIttR/Og0Tb2oRro6YTHbwrHnPiBkEmZUBGRdUrNrUR5bT0UTg4YE8q7AbuKiRV1yMtFhr/eMRRL/52Gj364CAB4dGIYPJx7dpegwSigorYe5bU6VNTUo6KuHpV1elTX1aP6mh7qaw2o0TVAo2tAna4BtfUG6PQG6BqM0BuMpnGg7OwkkNnbwVUuhbuTFEo3R6gUjhjk44LBSjcM8Xc39RPriQaDEYeyyvD58XwknS9B0xR+4UpXPHzjIMwaEcAJj4nI6iWdbxy7KjFKye+0bmBiRZ0yMy4AueV1eCcpEx/9cBGbD1/G1CEqjA7xxGClG7xdZXByaByVt95gRK2uAdXX9Kis0+OqRoerNTqUanQo0/z6b0WtDq3MLyw6OwkQ4euGMaFeGDfIG2NCvTo9WbFWb0BqbiX2nSvGvvRiU/8pAJgQ7o1F40ORGKVk8ygR2Ywfs64CACZFsU9td0gEQeiDS5t1UavVUCgUqK6uhrs774b4rX3nivHegSycL1KLsj+JBPB0lsHLRQYvZxk8nB3g4ewAhZMD3B0d4OYohYtcCle5FE4yezg52MPRwR4O9nawv57MGIyCKZmrrKtHqVqHgqpryCmrQUaxBkXV2hbvO8jHBdEqdwwPVCDIywWucikc7CVQaxtQXqNDVmkNzheqkZpX2WyYCS8XGe4YEYC7Rwciwpcj0ROR9fvtNa/eTo5RryYDAFKfnwzvTv4IpV+xxoq6ZNpQFaYO8cXZgmrsO1eMzBINsktroNY2oK6+ARJI4GAvgYtcCoVTY4I0wE2OAS4yKN0d4eMqh4+7HD6ucijd5PBykfV6B+8StRYncyvx88VypFwsR2ZJDXLL63CxrBb/PVvU4euVbnJMivTBrbF+GB82gP2niMhmHckpBwBEqdyYVHUTEyvqMolEgmEDPTBsoIe5Q+kUX3dHTI/1w/RYPwBAVV09Tl+pRlpeFTJLNSiquoZanQH1BiPcnRzg6eyAQQNcEeHrilEhngjzceXtxkTUL6TkNDYD3hA+wMyRWC8mVtTveDjLMDHCBxMjfMwdChGRRTlxuRIAMJYzRHQb2zSIiIgIGq0e2WU1AIC4QA/zBmPFmFgRERER0gvUEAQgwMMJPm7sX9VdTKyIiIgIZwqqAABxQR5mjcPaMbEiIiIiZBRpAADDAhRmjsS6MbEiIiIi5Fxt7F8VoeIYfT1h8YlVSEgIJBJJi8fjjz/e5mt27NiBqKgoODo6IjY2Fv/73//6MGIiIiLrk1teBwAYrHQ1cyTWzeITq+PHj6OoqMj0SEpKAgDMnTu31e2PHDmC+fPn48EHH8SpU6cwa9YszJo1C+fOnevLsImIiKyK3iDARWaPAA8nc4di1axuSptly5Zh7969yMrKanXQxrvvvhu1tbXYu3evadm4ceMQFxeHjRs3duo9OKUNERH1F03XvMBlX2D4ID98veQGc4dk1Sy+xuq36uvrsXXrVixevLjNkbBTUlIwefLkZsumTp2KlJSUNver0+mgVqubPYiIiGxRe9e8gZ6sreopq0qsdu/ejaqqKixatKjNbYqLi+Hr69tsma+vL4qLi9t8zdq1a6FQKEyPwMBAsUImIiKyKO1d89gM2HNWlVj94x//wPTp0+Hv7y/qfletWoXq6mrTIz8/X9T9ExERWYr2rnkBrLHqMauZKzA3NxfJycnYtWtXu9upVCqUlJQ0W1ZSUgKVStXma+RyOeRyjjJLRES2r71rnp+CiVVPWU2N1ebNm6FUKnHbbbe1u11CQgIOHDjQbFlSUhISEhJ6MzwiIiKrN8BVZu4QrJ5VJFZGoxGbN2/GwoULIZU2r2S7//77sWrVKtPzpUuXYt++fXj77bfxyy+/YM2aNThx4gSeeOKJvg6biIjIqng4M7HqKatIrJKTk5GXl4fFixe3WJeXl4eioiLT8/Hjx2Pbtm34+OOPMXz4cHz55ZfYvXs3hg4d2pchExERWR1PZwdzh2D1rG4cq77AcayIiKi/aLrmBS3/AjlvzoHU3irqXCwWjx4RERHBTS5lUiUCHkEiIiKCgs2AomBiRURERHBysDd3CDaBiRURERHBgc2AouBRJCIiIsiYWImCR5GIiIggkzIlEAOPIhEREcFBKjF3CDaBiRURERGxj5VIeBSJiIiIfaxEwqNIRERETKxEwqNIRERE7LwuEh5FIiIiYmIlEh5FIiIi4jyBIuFRJCIiIvaxEgmPIhERETGxEgmPIhEREXGAUJEwsSIiIiLI2XldFDyKRERExJHXRcKjSEREREysRMKjSEREROy8LhIeRSIiIuIAoSLhUSQiIiI4MLESBY8iERERsSlQJDyKRERExMRKJDyKREREBKk9BwgVAxMrIiIiYud1kfAoEhEREaR2rLESAxMrIiIi4gChIuFRJCIiIvaxEgkTKyIiIoKDHVMCMfAoEhEREZsCRcKjSERERGwKFAkTKyIiIoKUTYGi4FEkIiIiOEhZYyUGJlZERETEGiuR8CgSERERHNjHShRMrIiIiAgSCRMrMTCxIiIiIhKJxSdWBQUFuPfee+Ht7Q0nJyfExsbixIkTbW5/8OBBSCSSFo/i4uI+jJqIiIj6I6m5A2hPZWUlJkyYgJtuugnffPMNfHx8kJWVBU9Pzw5fm5GRAXd3d9NzpVLZm6ESERERWXZi9frrryMwMBCbN282LQsNDe3Ua5VKJTw8PHopMiIiIqKWLLopcM+ePRg1ahTmzp0LpVKJESNG4O9//3unXhsXFwc/Pz/ccsstOHz4cLvb6nQ6qNXqZg8iIiJbxGte77LoxOrixYv48MMPMXjwYOzfvx+PPvoonnzySXzyySdtvsbPzw8bN27Ezp07sXPnTgQGBmLSpEk4efJkm69Zu3YtFAqF6REYGNgbxSEiIjI7XvN6l0QQBMHcQbRFJpNh1KhROHLkiGnZk08+iePHjyMlJaXT+5k4cSKCgoKwZcuWVtfrdDrodDrTc7VajcDAQFRXVzfrp0VERGTteM3rXRbdx8rPzw8xMTHNlkVHR2Pnzp1d2s+YMWPw008/tbleLpdDLpd3K0YiIiJrwmte77LopsAJEyYgIyOj2bLMzEwEBwd3aT9paWnw8/MTMzQiIiKiFiy6xmr58uUYP348XnvtNdx11104duwYPv74Y3z88cembVatWoWCggJ8+umnAID169cjNDQUQ4YMgVarxaZNm/Ddd9/h22+/NVcxiIiIqJ+w6MRq9OjR+Oqrr7Bq1Sq8/PLLCA0Nxfr167FgwQLTNkVFRcjLyzM9r6+vx1NPPYWCggI4Oztj2LBhSE5Oxk033WSOIhAREVE/YtGd181FrVZDoVCwIx8REdk8XvPEZdF9rIiIiIisCRMrIiIiIpEwsSIiIiISCRMrIiIiIpEwsSIiIiISCRMrIiIiIpEwsSIiIiISCRMrIiIiIpEwsSIiIiISCRMrIiIiIpEwsSIiIiISCRMrIiIiIpEwsSIiIiISCRMrIiIiIpEwsSIiIiISCRMrIiIiIpEwsSIiIiISCRMrIiIiIpEwsSIiIiISCRMrIiIiIpEwsSIiIiISCRMrIiIiIpEwsSIiIiISCRMrIiIiIpEwsSIiIiISCRMrIiIiIpEwsSIiIiISCRMrIiIiIpFIzR2AJRIEAQCgVqvNHAkREVHnubm5QSKRmDuMfo2JVSs0Gg0AIDAw0MyREBERdV51dTXc3d3NHUa/JhGaqmfIxGg0orCw0Kozf7VajcDAQOTn59vEScbyWDZbKo8tlQVgeSyd2OXpznVLEARoNBqrvuZZEtZYtcLOzg4DBw40dxiicHd3t4kvnyYsj2WzpfLYUlkAlsfSmbM8EonEpo6lubHzOhEREZFImFgRERERiYSJlY2Sy+V48cUXIZfLzR2KKFgey2ZL5bGlsgAsj6WztfIQO68TERERiYY1VkREREQiYWJFREREJBImVkREREQiYWJl5TQaDZYtW4bg4GA4OTlh/PjxOH78uGm9IAh44YUX4OfnBycnJ0yePBlZWVlmjLh9HZVn0aJFkEgkzR7Tpk0zY8S/OnToEGbMmAF/f39IJBLs3r272frOfBYVFRVYsGAB3N3d4eHhgQcffBA1NTV9WIpfiVGekJCQFp/XunXr+rAUv+qoPLt27cKUKVPg7e0NiUSCtLS0FvvQarV4/PHH4e3tDVdXV8yZMwclJSV9U4DfEaM8kyZNavH5PPLII31TgN9przx6vR4rV65EbGwsXFxc4O/vj/vvvx+FhYXN9mEp548YZbGkc4e6homVlfvTn/6EpKQkbNmyBWfPnsWUKVMwefJkFBQUAADeeOMNvPfee9i4cSOOHj0KFxcXTJ06FVqt1syRt66j8gDAtGnTUFRUZHps377djBH/qra2FsOHD8cHH3zQ6vrOfBYLFixAeno6kpKSsHfvXhw6dAh//vOf+6oIzYhRHgB4+eWXm31eS5Ys6YvwW+ioPLW1tbjhhhvw+uuvt7mP5cuX4+uvv8aOHTvwww8/oLCwELNnz+6tkNslRnkA4KGHHmr2+bzxxhu9EW6H2itPXV0dTp48idWrV+PkyZPYtWsXMjIy8Mc//rHZdpZy/ohRFsByzh3qIoGsVl1dnWBvby/s3bu32fL4+HjhueeeE4xGo6BSqYQ333zTtK6qqkqQy+XC9u3b+zrcDnVUHkEQhIULFwozZ840Q3RdA0D46quvTM8781mcP39eACAcP37ctM0333wjSCQSoaCgoM9ib013yiMIghAcHCy8++67fRhp5/y+PL916dIlAYBw6tSpZsurqqoEBwcHYceOHaZlFy5cEAAIKSkpvRhtx7pTHkEQhIkTJwpLly7t1di6o73yNDl27JgAQMjNzRUEwXLPn+6URRAs99yhjrHGyoo1NDTAYDDA0dGx2XInJyf89NNPuHTpEoqLizF58mTTOoVCgbFjxyIlJaWvw+1QR+VpcvDgQSiVSkRGRuLRRx9FeXl5X4faZZ35LFJSUuDh4YFRo0aZtpk8eTLs7Oxw9OjRPo+5PV3521q3bh28vb0xYsQIvPnmm2hoaOjrcEWRmpoKvV7frMxRUVEICgqyyPOpsz777DMMGDAAQ4cOxapVq1BXV2fukDqluroaEokEHh4eAKzr/Pm935elia2cO/0N5wq0Ym5ubkhISMArr7yC6Oho+Pr6Yvv27UhJSUF4eDiKi4sBAL6+vs1e5+vra1pnSToqD9DYDDh79myEhoYiJycHzz77LKZPn46UlBTY29ubuQRt68xnUVxcDKVS2Wy9VCqFl5eXxX1enf3bevLJJxEfHw8vLy8cOXIEq1atQlFREd55550+jVcMxcXFkMlkLS5+lno+dcY999yD4OBg+Pv748yZM1i5ciUyMjKwa9cuc4fWLq1Wi5UrV2L+/PmmOe6s6fz5rdbKAtjWudPfMLGyclu2bMHixYsREBAAe3t7xMfHY/78+UhNTTV3aN3SUXnmzZtn2jY2NhbDhg1DWFgYDh48iMTERHOFTW1YsWKF6f/Dhg2DTCbDww8/jLVr13KkaQvw2/5HsbGx8PPzQ2JiInJychAWFmbGyNqm1+tx1113QRAEfPjhh+YOp0faKwvPHevFpkArFxYWhh9++AE1NTXIz8/HsWPHoNfrMWjQIKhUKgBocddSSUmJaZ2laa88rRk0aBAGDBiA7OzsPo60azrzWahUKpSWljZb39DQgIqKCov7vLr7tzV27Fg0NDTg8uXLvRler1CpVKivr0dVVVWz5ZZ8PnXV2LFjAcBiz6emRCQ3NxdJSUnNanis6fwB2i9La6z53OlvmFjZCBcXF/j5+aGyshL79+/HzJkzERoaCpVKhQMHDpi2U6vVOHr0KBISEswYbcdaK09rrly5gvLycvj5+fVxhF3Tmc8iISEBVVVVzWobv/vuOxiNRtMFz1J0928rLS0NdnZ2LZpsrMHIkSPh4ODQrMwZGRnIy8uz+POps5qGZLDE86kpEcnKykJycjK8vb2brbem86ejsrTGms+d/oZNgVZu//79EAQBkZGRyM7OxtNPP42oqCg88MADkEgkWLZsGV599VUMHjwYoaGhWL16Nfz9/TFr1ixzh96q9spTU1ODl156CXPmzIFKpUJOTg6eeeYZhIeHY+rUqeYOHTU1Nc1+6V+6dAlpaWnw8vJCUFBQh59FdHQ0pk2bhoceeggbN26EXq/HE088gXnz5sHf39/qypOSkoKjR4/ipptugpubG1JSUrB8+XLce++98PT0tLjyVFRUIC8vzzSeUEZGBoDGmhCVSgWFQoEHH3wQK1asgJeXF9zd3bFkyRIkJCRg3LhxVleenJwcbNu2Dbfeeiu8vb1x5swZLF++HDfeeCOGDRtmUeXx8/PDnXfeiZMnT2Lv3r0wGAymflNeXl6QyWQWdf70tCyWdu5QF5n3pkTqqc8//1wYNGiQIJPJBJVKJTz++ONCVVWVab3RaBRWr14t+Pr6CnK5XEhMTBQyMjLMGHH72itPXV2dMGXKFMHHx0dwcHAQgoODhYceekgoLi42c9SNvv/+ewFAi8fChQsFQejcZ1FeXi7Mnz9fcHV1Fdzd3YUHHnhA0Gg0ZihNz8uTmpoqjB07VlAoFIKjo6MQHR0tvPbaa4JWq7XI8mzevLnV9S+++KJpH9euXRMee+wxwdPTU3B2dhbuuOMOoaioyCrLk5eXJ9x4442Cl5eXIJfLhfDwcOHpp58WqqurLa48TUNGtPb4/vvvTfuwlPOnp2WxtHOHukYiCIIgbqpGRERE1D+xjxURERGRSJhYEREREYmEiRURERGRSJhYEREREYmEiRURERGRSJhYEREREYmEiRURERGRSJhYEREREYmEiRURERGRSJhYEVk5iUTS7mPNmjWmbT/55BOMHj0azs7OcHNzw8SJE7F3795m+zt48GCb+2qa02zNmjWtrk9OTjatj4uL63QZDAYD1q1bh6ioKDg5OcHLywtjx47Fpk2benx8iIj6EidhJrJyRUVFpv9//vnneOGFF0wT7gKAq6srAOAvf/kL3n//fbz66quYNWsW9Ho9tm7dipkzZ2LDhg144oknmu03IyMD7u7uzZYplUrT/4cMGWJKpJp4eXl1qwwvvfQSPvroI7z//vsYNWoU1Go1Tpw4gcrKym7trzPq6+shk8l6bf9E1D8xsSKyciqVyvR/hUIBiUTSbBkA/Pzzz3j77bfx3nvvYcmSJablf/3rX6HVarFixQrMnDkTgYGBpnVKpRIeHh5tvq9UKm3xPt21Z88ePPbYY5g7d65p2fDhw5ttYzQa8dZbb+Hjjz9Gfn4+fH198fDDD+O5554DAJw9exZLly5FSkoKnJ2dMWfOHLzzzjumxHLRokWoqqrC6NGj8cEHH0Aul+PSpUvIz8/HU089hW+//RZ2dnb4wx/+gA0bNiAkJESUshFR/8KmQKJ+YPv27XB1dcXDDz/cYt1TTz0FvV6PnTt3miGyRiqVCt999x3Kysra3GbVqlVYt24dVq9ejfPnz2Pbtm3w9fUFANTW1mLq1Knw9PTE8ePHsWPHDiQnJ7eohTtw4AAyMjKQlJSEvXv3Qq/XY+rUqXBzc8OPP/6Iw4cPw9XVFdOmTUN9fX2vlpmIbBNrrIj6gczMTISFhbXa9OXv7w93d3dkZmY2Wz5w4MBmz4ODg5Genm56fvbsWVNtEADExMTg2LFj3YrvnXfewZ133gmVSoUhQ4Zg/PjxmDlzJqZPnw4A0Gg02LBhA95//30sXLgQABAWFoYbbrgBALBt2zZotVp8+umncHFxAQC8//77mDFjBl5//XVTAubi4oJNmzaZjsPWrVthNBqxadMmSCQSAMDmzZvh4eGBgwcPYsqUKd0qDxH1X0ysiPoJQRC6tP2PP/4INzc303MHB4dm6yMjI7Fnzx7Tc7lc3u3YYmJicO7cOaSmpuLw4cM4dOgQZsyYgUWLFmHTpk24cOECdDodEhMTW339hQsXMHz4cFNSBQATJkyA0WhERkaGKbGKjY1tllyePn0a2dnZzcoJAFqtFjk5Od0uDxH1X0ysiPqBiIgI/PTTT6122C4sLIRarUZERESz5aGhoe32sZLJZAgPDxctRjs7O4wePRqjR4/GsmXLsHXrVtx333147rnn4OTkJMp7/DbxAoCamhqMHDkSn332WYttfXx8RHlPIupf2MeKqB+YN28eampq8NFHH7VY99Zbb8HBwQFz5swxQ2Rti4mJAdDYf2rw4MFwcnLCgQMHWt02Ojoap0+fRm1trWnZ4cOHYWdnh8jIyDbfIz4+HllZWVAqlQgPD2/2UCgU4haIiPoF1lgR9QMJCQlYunQpnn76adTX1zcbbmHDhg1Yv359szsCAaC0tBRarbbZMm9v7xZNgm25du0a0tLSmi1zc3NDWFhYi23vvPNOTJgwAePHj4dKpcKlS5ewatUqREREICoqClKpFCtXrsQzzzwDmUyGCRMmoKysDOnp6XjwwQexYMECvPjii1i4cCHWrFmDsrIyLFmyBPfdd5+pGbA1CxYswJtvvomZM2fi5ZdfxsCBA5Gbm4tdu3bhmWeeadHPjIioI0ysiPqJ9evXY9iwYfjb3/6G559/Hvb29oiPj8fu3bsxY8aMFtu3VtOTkpKCcePGder9MjMzMWLEiGbLEhMTW4x9BQBTp07F9u3bsXbtWlRXV0OlUuHmm2/GmjVrIJU2fk2tXr0aUqkUL7zwAgoLC+Hn54dHHnkEAODs7Iz9+/dj6dKlpgFQm4ZbaI+zszMOHTqElStXYvbs2dBoNAgICEBiYmKLMbyIiDpDInS1RysRERERtYp9rIiIiIhEwsSKiIiISCRMrIiIiIhEwsSKiIiISCRMrIiIiIhEwsSKiIiISCRMrIiIiIhEwsSKiIiISCRMrIiIiIhEwsSKiIiISCRMrIiIiIhEwsSKiIiISCT/H2nFGFwPEYgwAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='TOEFL Score', y='CGPA', data=ds, kind=\"kde\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='CGPA', ylabel='Count'>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(ds['CGPA'], kde=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='CGPA'>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=ds['CGPA'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x1290cd2e0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='TOEFL Score', y='CGPA', data=ds, kind=\"hex\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Корреляционный анализ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Serial No.</th>\n",
       "      <th>GRE Score</th>\n",
       "      <th>TOEFL Score</th>\n",
       "      <th>University Rating</th>\n",
       "      <th>SOP</th>\n",
       "      <th>LOR</th>\n",
       "      <th>CGPA</th>\n",
       "      <th>Research</th>\n",
       "      <th>Chance of Admit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Serial No.</th>\n",
       "      <td>1.00</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRE Score</th>\n",
       "      <td>-0.10</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0.83</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOEFL Score</th>\n",
       "      <td>-0.15</td>\n",
       "      <td>0.84</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.83</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University Rating</th>\n",
       "      <td>-0.17</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.70</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.73</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SOP</th>\n",
       "      <td>-0.17</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.73</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.73</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOR</th>\n",
       "      <td>-0.09</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.73</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CGPA</th>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.83</td>\n",
       "      <td>0.83</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.67</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Research</th>\n",
       "      <td>-0.06</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.52</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chance of Admit</th>\n",
       "      <td>0.04</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.87</td>\n",
       "      <td>0.55</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Serial No.  GRE Score  TOEFL Score  University Rating  \\\n",
       "Serial No.               1.00      -0.10        -0.15              -0.17   \n",
       "GRE Score               -0.10       1.00         0.84               0.67   \n",
       "TOEFL Score             -0.15       0.84         1.00               0.70   \n",
       "University Rating       -0.17       0.67         0.70               1.00   \n",
       "SOP                     -0.17       0.61         0.66               0.73   \n",
       "LOR                     -0.09       0.56         0.57               0.66   \n",
       "CGPA                    -0.05       0.83         0.83               0.75   \n",
       "Research                -0.06       0.58         0.49               0.45   \n",
       "Chance of Admit          0.04       0.80         0.79               0.71   \n",
       "\n",
       "                    SOP  LOR   CGPA  Research  Chance of Admit   \n",
       "Serial No.        -0.17 -0.09 -0.05     -0.06              0.04  \n",
       "GRE Score          0.61  0.56  0.83      0.58              0.80  \n",
       "TOEFL Score        0.66  0.57  0.83      0.49              0.79  \n",
       "University Rating  0.73  0.66  0.75      0.45              0.71  \n",
       "SOP                1.00  0.73  0.72      0.44              0.68  \n",
       "LOR                0.73  1.00  0.67      0.40              0.67  \n",
       "CGPA               0.72  0.67  1.00      0.52              0.87  \n",
       "Research           0.44  0.40  0.52      1.00              0.55  \n",
       "Chance of Admit    0.68  0.67  0.87      0.55              1.00  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds.corr()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "На основе корреляционной матрицы можно сделать следующие выводы:\n",
    "1. Целевой признак наиболее сильно коррелирует с признаками CGPA(0,87), GRE Score(0,80), TOEFL Score(0,79). Эти признаки должны остаться в модели.\n",
    "2. Целевой признак коррелирует с признаком Research(0,55) слабее всего(не считая сериийного номера), но его также следует оставить.\n",
    "3. Serial no. стоит исключить из построения модели, так это просто номер по списку. \n",
    "4. Все признаки хорошо коррелируются(кроме Serial no.) с целевым признаком, все признаки будут влиять на модель обучения."
   ]
  }
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